{"id":"W3132742494","doi":"10.46747/cfp.6702110","title":"Choosing Wisely Canada recommendations","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asymptomatic; Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005956074,0.0002176088,0.0003280838,0.0001236004,0.001957625,0.00003854221,0.0002698397,0.0001717727,0.0001445396],"category_scores_gemma":[0.000431397,0.0002632968,0.00005905869,0.0007049316,0.00004691728,0.0003400645,0.00006145183,0.00114072,0.0005342207],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003315,"about_ca_system_score_gemma":0.04261615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9877667,"about_ca_topic_score_gemma":0.9991524,"domain_scores_codex":[0.9959671,0.001465287,0.0005979267,0.0004650777,0.0003108775,0.001193665],"domain_scores_gemma":[0.9963838,0.0007283146,0.0002263141,0.0006819176,0.0006776326,0.001301982],"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":[0.000005598032,0.00003430199,0.004843616,0.0001764549,0.00006830886,0.0001835976,0.0009149561,0.000005623283,0.0005722284,0.00893415,0.9205315,0.06372973],"study_design_scores_gemma":[0.0002326876,0.00000840767,0.0316689,0.0002131366,0.0000205068,5.621652e-7,0.01329899,0.00002827664,0.00004391519,0.0006110864,0.9536,0.000273535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1284233,0.001435967,0.00005886875,0.1753442,0.006343465,0.0008481013,0.001064953,0.0001487262,0.6863324],"genre_scores_gemma":[0.2937118,0.00007062891,0.0003831506,0.701286,0.000949501,0.00008077212,0.000340767,0.00006290544,0.00311442],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6832179,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4693638381333051,"score_gpt":0.4763040412593986,"score_spread":0.006940203126093558,"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."}}