{"id":"W3111297168","doi":"10.46747/cfp.6612931","title":"Grounded in practice","year":2020,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Quality Council; University of Saskatchewan","funders":"","keywords":"Computer science; Quality management; Quality (philosophy); Health care; Work (physics); Data science; Knowledge management; Medicine; Operations management; Management system; Engineering","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":[0.03324039,0.001159943,0.001036227,0.002173267,0.005347794,0.01331197,0.003558356,0.003952881,0.02276571],"category_scores_gemma":[0.04299752,0.000614834,0.0008625556,0.002191746,0.0232951,0.005557662,0.009147917,0.007034175,0.0066864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009804579,"about_ca_system_score_gemma":0.0258472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005164783,"about_ca_topic_score_gemma":0.007580458,"domain_scores_codex":[0.9559305,0.03217953,0.001289877,0.003877624,0.005493822,0.001228599],"domain_scores_gemma":[0.9598224,0.0215125,0.001600294,0.0085844,0.005667393,0.002812993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003665973,0.000139384,0.0008302339,0.0007297758,0.00003761562,0.0001751694,0.01600647,0.0008952782,0.0003752671,0.8853692,0.02758474,0.06782011],"study_design_scores_gemma":[0.0000635086,0.00007870948,0.0006526266,0.002233768,0.0000189562,0.0002154635,0.009123153,0.0008012885,0.0002708272,0.6125297,0.373984,0.00002788491],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.007490446,0.003192787,0.3272748,0.06535119,0.001979689,0.002912852,0.000468944,0.0005784446,0.5907509],"genre_scores_gemma":[0.3551007,0.004578534,0.5587569,0.01814691,0.0007518338,0.004405647,0.0009628279,0.0006206313,0.0566761],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03324039,"threshold_uncertainty_score":0.1757941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1758426709765064,"score_gpt":0.4543441974100215,"score_spread":0.278501526433515,"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."}}