Record W3212182747

CSHP Professional Practice Conference 2018: Poster Abstracts

2018· article· en· W3212182747 on OpenAlexvenueno aff

Tsoi, Bhayana, A Bombassaro, R Tirona, D Betchen, Saranya Kittanakom, N Szabolcs, Luke Neilans, Anargyros Xenocostas, Janet Lucille Kinney, C Hooper, S Elsayed, Carl Mathis Bailey, Lise Bondy, Christine Peragine, Scott E. Walker, Jerome A. Leis, Andrew E. Simor, Rai S, Marion Elligsen, Lo J, Nadia Alattas, Nick Daneman, Muhammad Irham Azimi, Lisa Burry, Christine W. Duclos, Jordan Pelc, Ross Upshur, Dawn Dalen, John H. Kelly, Zed P, Sean K Gorman, W Nevers, Richard S Slavik, Danielle Arlanda Harris, Peter Loewen, Nick Bansback, Jesusmar Ximenes Andrade, B Bonet, M Deyell, J A Hicklin, Antti Kapanen, Larry D. Lynd, Ashley McLean, Jane McGillivray, Sousan Hassanzadeh Salmasi, B Hyland, Fan Ming, Marian Hamilton, Raymond Reding, Patricia Trbovich, Meg Bender, Rui Cheng, Pooja Sajan, M Gaucher, Dr Jared Robert Keller, A Oesch, Linda Kelly, Marat Slessarev, Andrée Boucher, Ho C, T Boyle, James R. Barker, Neil J. MacKinnon, Beverley Zwicker, Mayce Al-Sukhni, Akbar Azami, L Yrigoyen-DaCruz, A Duronio, J.F. Villanueva, Lee J, Lam, W H Perks, A Caku, Brendan Sudbury, N Facca, Norvel Smith, Laure Chauchat, René Therrien, Amélie Bouchard Dufour, Staci Gagne, Nicole Rose Caron, JF Bussières, Richard J. Hook, Riss, Erica Scharrer, A Neault, S.K. Alex Law, Avani Desai, Carolyn M. Burger, C Wallace, Darin Treleaven, Anna Frances Shipley, Arif Hanafi Bin Jalal, C Dewaal, Martin Mink, MP. Charron, E Chen, Harris Harris, Jess Newman, Monica Zolezzi, Lap Woon Cheung, Jennifer C. Bunker, C Herod, Barbara Lyons, Douglas Sellinger, Sandeep Dhanjal, Lye M, S DeFigueiredo, Wun B, Tania Mysak, Jeremy Slobodan, Thomas Simpson, Karen Horon, G Lazarenko, Wan M, Jamila R. Lepore, Ning Ma, L Palmay, Ho G, Jeff Powis, Domingo Jesus Cabel Moscoso, Alice Tseng, Deborah Yoong, Michelle Foisy, Pierre Giguère, Lucy J. Robinson, Margaret L. Stuber, Sunita Patel, Mansi Patel, A Kapanena, Camryn Mcintyre, Cindy Natsheh, Kori Leblanc, Olavo Fernandes, A Bjelajac-Mejia, Lalitha Raman‐Wilms, Karen Cameron, A. Barry, Gregory Egan, Ricky D. Turgeon, Marianna Leung, Krista Chisholm, C Culley, Stefania Spina, Claudia Bucci, Matías Bedmar Moreno, Régis Vaillancourt, Annie Pouliot, Evelyn Sell, B Hevenor, K Viracoumarane, Sheree G. Rankin, Julie Gilmour, Henry Halapy, Siu‐Chung Wong, P Saccucci, Ng R, Windy SY Chan, E Purivatra, Molly G. Guenette, Brenda L. Coleman, Joshua M. Korman, M Musing, Archana Malavade, Nabeel Siddiqui, Zvi Friedman, K Lingertat-Walsh, JoEllen Weilnau, L. Lee Dupuis, Andrew Ostrenga, Melissa Cober, A. Low, Lyne Charbonneau, J Iazzetta, Mary Lee Bergeron, C Tanguay, Teegan A. Ignacy, Mark Duffett, Stephanie Carlin, Wei Hu, Too A, R Tanzini, S Satchu, Norman Dewhurst, B. C. Bruno, L Chen, S Lubchansky, Yu Chen, Jenny Hong, He Tian, C Serbanescu, Sandy Davie, Robyn Stutchbury, Abund O. Wist, T Gelinas, Eric Wong, H Bannerman, Evelyn Williams, Biying Liu, S Sivarajahkumar, So M, Chaim M. Bell, Amanda M. Morris, Marisa Battistella, Dow G, T MacLaggan, Jim Allard, S Pang, E Haghshenas, Daniel R. Richardson, M Baqi, David E Landry, Sarah Mulrooney, Elaine Urquhart, Rachel Harris, Christine Landry, Do Kim-Anh, Imran Ahmed Khan, Nichole Chagnon, D Chauret, Angus Watt, Livanur SEVER, S Hyland, David Kurt Herold, Lindsey Hughes, Margaret Murray, Marilee Cass, Mark Naccarato, Kevin Gough, Gordon Arbess, Yueting Xu, J Brunton, Sandra Gerges, Mary Ellen Dunn, R Banihani, J. Choudhury, Jessica Greene, Brent J Deveau, Dol J, Mary Butler, Julie Autmizguine, Zoulfia Allakhverdi, Gregory Gilpin, Judith A. Tessier, Dominique Giroux, D Lebel, Catherine Litalien, Di Vecchia S, J Cahill, Darcy Soong, Lee A, D Spizzirri, Andrew Tolmie, Amy Smith, B Jones, Carrie Goodine, David Wong, A Feere, Karen Dahri, N Partovi, Yousefi, Heather Kertland, Tom E, Yee R, Ping Duan, R Babaei-Rad, C. A. Chant, S Goulois, C Porteils, Marie-Claude Thibault, Colette B. Raymond, D Mourao, Andrea Meade, Kent Toombs, Bing Hao, S Sreeskantharajan, K Poggemoeller, Elizabeth Attfield, Carlise Womack Wynne, M Tonkin, Katie Scott, Nicole Bruchet, Linda Hutton, James C. Hardy, Robert B. Carlson, R Eros, Lui J, Peter Fontana, D Bahadur, Andy Karas, Christopher P. Wood

Bibliographic record

VenueThe Canadian Journal of Hospital Pharmacy · 2018

Typearticle

Languageen

FieldSocial Sciences

TopicDelphi Technique in Research

Canadian institutionsnot available

Fundersnot available

KeywordsLibrary scienceData scienceMedical educationComputer scienceMedicine

DOInot available

Abstract

fetched live from OpenAlex

No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008

metaresearch head score (Gemma)0.011

Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated

Candidate categoriesInsufficient payload (model declined to judge)

Consensus categoriesnone

DomainCandidate signal: none · Consensus signal: none

Study designCandidate signal: Not applicable · Consensus signal: Not applicable

GenreCandidate signal: Other · Consensus signal: none

Teacher disagreement score0.325

Threshold uncertainty score0.962

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.008	0.011
Meta-epidemiology (narrow)	0.002	0.001
Meta-epidemiology (broad)	0.001	0.001
Bibliometrics	0.002	0.002
Science and technology studies	0.004	0.001
Scholarly communication	0.006	0.003
Open science	0.001	0.006
Research integrity	0.004	0.004
Insufficient payload (model declined to judge)	0.325	0.060

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.117

GPT teacher head0.468

Teacher spread0.351 · how far apart the two teachers sit on this one work

Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it