{"id":"W4388775617","doi":"10.21203/rs.3.rs-3606033/v1","title":"Development and Validity Testing of a Matrix to Evaluate Maturity of Clinical Pathways: A Case Study in Saskatchewan, Canada","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health; Saskatchewan Health Authority","funders":"","keywords":"Maturity (psychological); Matrix (chemical analysis); Psychology; Chemistry; Developmental psychology; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02511659,0.0006803708,0.0005163673,0.004593362,0.00817315,0.004496625,0.002265387,0.0007252541,0.002329748],"category_scores_gemma":[0.0539182,0.0005676359,0.0008085442,0.00542052,0.002980107,0.001635146,0.003612531,0.001311144,0.0002398956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1200256,"about_ca_system_score_gemma":0.20576,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9200996,"about_ca_topic_score_gemma":0.9737141,"domain_scores_codex":[0.9831902,0.006098527,0.001583247,0.001087556,0.006056207,0.001984335],"domain_scores_gemma":[0.8909925,0.02222717,0.003631894,0.002831712,0.07572402,0.004592769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005764422,0.00162076,0.505181,0.001910447,0.0001751566,0.003360763,0.1656802,0.01159718,0.008338641,0.01588977,0.01480405,0.2708656],"study_design_scores_gemma":[0.0002912411,0.0009738232,0.4405639,0.002349467,0.0001736056,0.000457559,0.446496,0.03191215,0.008935701,0.004539719,0.06297541,0.0003313608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584408,0.000259587,0.01293567,0.002367241,0.00007916934,0.007965889,0.001547924,0.00009023565,0.01631343],"genre_scores_gemma":[0.9330491,0.0003691329,0.05782736,0.0002723513,0.000007109104,0.004193538,0.001044312,0.00003957913,0.003197482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1200256,"threshold_uncertainty_score":0.8708509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7710529159226566,"score_gpt":0.6380079848691572,"score_spread":0.1330449310534993,"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."}}