{"id":"W4410588940","doi":"10.1503/cmaj.250235","title":"Clinician entrepreneurs should be supported to address Canada’s health care challenges","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Data science; Health care; Computer science; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01505211,0.0008082715,0.001101851,0.002095833,0.02618836,0.02021033,0.004931754,0.0228575,0.06920683],"category_scores_gemma":[0.06282796,0.0008325577,0.001056449,0.002563919,0.01021467,0.008952049,0.01368736,0.03089092,0.01207709],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05429761,"about_ca_system_score_gemma":0.4557896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7713408,"about_ca_topic_score_gemma":0.9218814,"domain_scores_codex":[0.9760927,0.003479924,0.0005922172,0.001230016,0.00808713,0.01051803],"domain_scores_gemma":[0.7641903,0.01121294,0.003840007,0.002950848,0.0499207,0.1678853],"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":[0.00001824598,0.00004388461,0.002124607,0.00008888341,0.00001360394,0.0002393834,0.0006592348,0.00006086235,0.00007943491,0.007285531,0.9706153,0.01877099],"study_design_scores_gemma":[0.00005322546,0.00003380913,0.00370612,0.0008562002,0.00001822211,0.0002453179,0.006690619,0.0001911658,0.0001020857,0.01006541,0.9779715,0.00006645262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007206331,0.001191972,0.0003754814,0.9812803,0.004846407,0.00003905437,0.0001242699,0.0001086979,0.01131312],"genre_scores_gemma":[0.04307541,0.006000828,0.00531294,0.8714879,0.00484952,0.0001906993,0.000452393,0.0002160306,0.06841433],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9457024,"threshold_uncertainty_score":0.4600117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06416381555299203,"score_gpt":0.4280237887338017,"score_spread":0.3638599731808096,"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."}}