{"id":"W4313888162","doi":"10.20933/100001250","title":"IKT for Research Stage 3: Proposal Development","year":2022,"lang":"en","type":"report","venue":"","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University; University of Dundee","keywords":"General partnership; Knowledge translation; Stakeholder; Stakeholder engagement; Knowledge transfer; Public relations; Best practice; Medical education; Translational research; Dialog box; Political science; Knowledge management; Engineering; Business; Sociology; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.05736271,0.0002548457,0.0005257,0.0008327754,0.005080249,0.00002795095,0.0008545595,0.0003644881,0.06023401],"category_scores_gemma":[0.0111965,0.0002198862,0.00007549682,0.0008694115,0.0001196621,0.0001107901,0.001097562,0.002667932,0.001528801],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007306333,"about_ca_system_score_gemma":0.1745744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003174705,"about_ca_topic_score_gemma":0.005011278,"domain_scores_codex":[0.986947,0.002650507,0.002224286,0.0008630451,0.004912583,0.002402585],"domain_scores_gemma":[0.9879854,0.006711685,0.0007187035,0.000719287,0.003325655,0.0005392504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001835025,0.00002065262,0.001442053,0.002526668,0.00001582098,0.000003565033,0.00726784,4.072907e-7,0.000007124449,0.002493771,0.9824246,0.00377917],"study_design_scores_gemma":[0.0004516373,0.0001102664,0.001348248,0.00009547646,0.000004002346,0.000001382297,0.008588205,0.000004469746,0.00002186925,0.0001685379,0.9889815,0.0002243899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001688033,0.000054905,0.001974786,0.0272682,0.006311778,0.01931014,0.001326649,0.0003258218,0.9417397],"genre_scores_gemma":[0.0003510727,0.0001380837,0.02355067,0.007300949,0.001267626,0.01496128,0.0004420383,0.0001085802,0.9518797],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1672681,"threshold_uncertainty_score":0.999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9721307628349205,"score_gpt":0.8474813893636434,"score_spread":0.1246493734712771,"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."}}