{"id":"W4286717576","doi":"10.1186/s12909-022-03620-3","title":"Complex skills are required for new primary health care researchers: a training program responds","year":2022,"lang":"en","type":"letter","venue":"BMC Medical Education","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Ottawa; Centre for Family Medicine; McGill University; Dalhousie University; University of Toronto; Western University","funders":"Canadian Institutes of Health Research","keywords":"Curriculum; Context (archaeology); Parallels; Set (abstract data type); TUTOR; Medical education; Health care; Program Design Language; Psychology; Medicine; Knowledge management; Pedagogy; Computer science; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007985301,0.0005967265,0.000375169,0.0009501142,0.003864799,0.002642732,0.001646287,0.002731736,0.009302962],"category_scores_gemma":[0.01248752,0.0005514338,0.0004873191,0.0005643287,0.001823079,0.001997044,0.008091743,0.004439599,0.002727965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003156438,"about_ca_system_score_gemma":0.02894626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002823887,"about_ca_topic_score_gemma":0.01099814,"domain_scores_codex":[0.9962979,0.001557372,0.0001624794,0.000381672,0.0006621351,0.0009384882],"domain_scores_gemma":[0.9816752,0.001961932,0.0007294539,0.0008807864,0.002052901,0.01269979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002704171,0.008548094,0.02701967,0.001476606,0.00002716751,0.00164022,0.04779708,0.0009897866,0.008541143,0.006386914,0.2069781,0.6903248],"study_design_scores_gemma":[0.0005153788,0.005713805,0.08694634,0.002304276,0.00008379792,0.005433775,0.06739385,0.002926259,0.006102479,0.01376107,0.8086461,0.0001728959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5120698,0.005576989,0.06158817,0.2944507,0.008437868,0.01026099,0.0007384468,0.003392865,0.1034842],"genre_scores_gemma":[0.575124,0.004396181,0.2652558,0.05049367,0.002007988,0.007323556,0.001049857,0.0002392322,0.09410977],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009302962,"threshold_uncertainty_score":0.04223084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3509434516140513,"score_gpt":0.5531480481936181,"score_spread":0.2022045965795668,"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."}}