{"id":"W6959010926","doi":"10.6084/m9.figshare.c.7061164","title":"A study protocol for a predictive model to assess population-based avoidable hospitalization risk: Avoidable Hospitalization Population Risk Prediction Tool (AvHPoRT)","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Leaf Properties and Growth Measurement","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Trillium Health Centre; University of Toronto","funders":"","keywords":"Concordance; Population; Protocol (science); Health care; Cohort; Population health; Risk assessment; Intervention (counseling); Predictive modelling","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003325818,0.0005025393,0.0004159063,0.0001088864,0.0003805352,0.000381084,0.0002873808,0.0004388157,0.01348592],"category_scores_gemma":[0.0008899415,0.0002469083,0.0002035808,0.0005770209,0.000004041344,0.0002544748,0.00009533336,0.0002396418,0.0002614015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003611576,"about_ca_system_score_gemma":0.00006315692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001863649,"about_ca_topic_score_gemma":0.002386655,"domain_scores_codex":[0.9969927,0.000186302,0.0006220346,0.001011344,0.0007784102,0.00040919],"domain_scores_gemma":[0.9985196,0.00005789999,0.0007020864,0.0002215507,0.0003620203,0.0001368343],"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":[0.0001711859,0.000563372,0.03610803,0.0007410726,0.0001257568,0.000001578719,0.0001664132,0.02845431,0.00001761121,0.000005674013,0.9314769,0.002168116],"study_design_scores_gemma":[0.0028705,0.006432727,0.2648005,0.010333,0.0006657394,0.000001027435,0.0004135928,0.3175056,0.0001262516,0.0008205657,0.3936389,0.002391591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00182581,0.0000699595,0.0008310427,0.00009825548,0.0003739041,0.5317249,0.4572742,0.001609852,0.006192093],"genre_scores_gemma":[0.03212728,0.00000123041,0.0002989903,0.00008388264,0.001059446,0.7533004,0.1760715,0.0001165512,0.03694074],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.537838,"threshold_uncertainty_score":0.9999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08037204843286111,"score_gpt":0.2976092117267973,"score_spread":0.2172371632939362,"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."}}