{"id":"W2809794480","doi":"10.5195/jmla.2018.286","title":"Learning while doing: program evaluation of the Medical Library Association Systematic Review Project","year":2018,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Systematic review; Medical education; Thematic analysis; Social media; Psychology; Interpersonal communication; Teamwork; MEDLINE; Medicine; Qualitative research; Computer science; Sociology; Political science; World Wide Web; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4340709,0.002024787,0.003286331,0.004949411,0.004072148,0.007699274,0.004403695,0.00356078,0.006855495],"category_scores_gemma":[0.440852,0.002592821,0.003284988,0.005014291,0.003039772,0.005269228,0.01342287,0.004063835,0.001346396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01586394,"about_ca_system_score_gemma":0.1186871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003905181,"about_ca_topic_score_gemma":0.007250254,"domain_scores_codex":[0.510006,0.4145383,0.02426779,0.00870383,0.0346149,0.007869264],"domain_scores_gemma":[0.5364095,0.2296624,0.04747185,0.03730515,0.1144296,0.03472158],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04265897,0.03298555,0.01801767,0.04498602,0.002920053,0.0003746155,0.01320478,0.004290282,0.002633849,0.003689348,0.04230265,0.7919362],"study_design_scores_gemma":[0.2226512,0.2273836,0.1608255,0.08285574,0.01161484,0.0007946816,0.01623067,0.01972358,0.01293958,0.01241032,0.2313625,0.001207823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.1425349,0.002270457,0.01905795,0.01389134,0.001164066,0.8002757,0.005644521,0.001994043,0.01316696],"genre_scores_gemma":[0.070714,0.0009523054,0.125844,0.002418521,0.0001869975,0.7972758,0.001208221,0.0001624997,0.001237697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5659291,"threshold_uncertainty_score":0.6978914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018082347697961,"score_gpt":0.48550393255347,"score_spread":0.3836956977836739,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}