{"id":"W3156314865","doi":"10.46747/cfp.6704239","title":"Adaptive family physicians","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Specialty; Competence (human resources); Computer science; Data science; Medicine; Knowledge management; Medical education; Family medicine; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002245788,0.0003003766,0.0001500072,0.0005555991,0.00308111,0.002135973,0.001206512,0.001655989,0.05304691],"category_scores_gemma":[0.01787553,0.000196676,0.000201548,0.0004596519,0.00181982,0.001730627,0.003934387,0.001820242,0.00817936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003969136,"about_ca_system_score_gemma":0.009855681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01300028,"about_ca_topic_score_gemma":0.02582781,"domain_scores_codex":[0.9972194,0.001071474,0.00006417223,0.000470074,0.0007767118,0.0003980961],"domain_scores_gemma":[0.9895368,0.001475571,0.0006100502,0.0006655398,0.001774749,0.005937282],"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":[0.0001162178,0.0005797793,0.0665832,0.0001844371,0.00003228425,0.001676182,0.01371787,0.0008287044,0.00133189,0.03391057,0.431671,0.4493678],"study_design_scores_gemma":[0.0000793824,0.0002103953,0.04216557,0.0004057082,0.00001782791,0.003635322,0.01072915,0.0009282952,0.0003269274,0.03041441,0.9110322,0.00005483806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1196568,0.003704286,0.02373733,0.1981741,0.004381767,0.0005167922,0.0009662015,0.001357908,0.6475049],"genre_scores_gemma":[0.7540498,0.003424695,0.02845151,0.05427586,0.001950286,0.0005035262,0.0007643491,0.0002274268,0.1563526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05304691,"threshold_uncertainty_score":0.1774596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02264758951175493,"score_gpt":0.2709887105291545,"score_spread":0.2483411210173995,"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."}}