{"id":"W4253071464","doi":"10.32920/ryerson.14669040","title":"Patient demographics and learning needs: Examination of relationship.","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"University of Toronto; University Health Network","keywords":"Demographics; Psychological intervention; Medicine; Psychology; Demography; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001913301,0.0001364476,0.0002344884,0.001009584,0.0004924252,0.0005688583,0.0003563093,0.0003782063,0.008088866],"category_scores_gemma":[0.01741687,0.0001269533,0.0003480724,0.0008799696,0.0004116542,0.0009670062,0.0008608958,0.001141001,0.0004592184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004396698,"about_ca_system_score_gemma":0.0008184879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043247,"about_ca_topic_score_gemma":0.001303296,"domain_scores_codex":[0.9986764,0.0005872359,0.0001774001,0.00009340075,0.0003133055,0.0001522488],"domain_scores_gemma":[0.9817294,0.009738888,0.005028146,0.0003209984,0.001160394,0.002022176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009385077,0.0002132881,0.9920506,0.00004248893,0.00003527868,0.00008205428,0.0005745918,0.00003114111,0.00002933897,0.00004887956,0.0003287572,0.006469691],"study_design_scores_gemma":[0.000008167404,0.0002858982,0.9958538,0.00003204155,0.00002324508,0.0004323024,0.002319378,0.0002531008,0.00005034271,0.0001550274,0.0005779659,0.000008742213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961494,0.0002167764,0.00009861468,0.0006159522,0.00000926314,0.00003525838,0.000289806,0.000006184096,0.002578785],"genre_scores_gemma":[0.9994542,0.00006173333,0.000137981,0.000054194,0.000004645497,0.0000295493,0.00009587879,0.000001552717,0.0001602153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008088866,"threshold_uncertainty_score":0.02705991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03170469749963072,"score_gpt":0.3186568949975918,"score_spread":0.286952197497961,"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."}}