{"id":"W3035585525","doi":"10.33137/utjph.v1i1.34435","title":"Four Dates, One Future","year":2020,"lang":"en","type":"article","venue":"University of Toronto Journal of Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"University of Toronto","keywords":"Public health; Scholarship; International health; Context (archaeology); Honour; Biostatistics; Health promotion; Public relations; Sanitation; Population health; Health policy; Political science; Social science; Sociology; Medicine; Geography; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002666972,0.0001071283,0.0004937117,0.00007010827,0.0005908373,0.000007444197,0.0004984937,0.000157367,0.003377495],"category_scores_gemma":[0.0003529878,0.0001096159,0.0001096031,0.0001542739,0.0000543717,0.0008086564,0.0001058305,0.0005885226,0.00003430539],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001228469,"about_ca_system_score_gemma":0.008782933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02547635,"about_ca_topic_score_gemma":0.004845868,"domain_scores_codex":[0.9971521,0.0009596346,0.0007057659,0.0001344836,0.0004135076,0.0006345131],"domain_scores_gemma":[0.9958654,0.0001681944,0.001452727,0.0001887256,0.0008059935,0.001518969],"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":[0.0001111263,0.0002617718,0.008148272,0.001004418,0.0001237436,0.000007214003,0.1057534,0.000003395064,0.00003543697,0.01517918,0.8128026,0.0565694],"study_design_scores_gemma":[0.0009166249,0.000423404,0.03549367,0.00007973881,0.000009593657,0.000003794003,0.06840166,0.00003688201,2.727105e-7,0.00003146703,0.8945326,0.00007030665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05625133,0.003307338,0.007237244,0.904063,0.002360632,0.0005252364,0.00007596148,0.0000519556,0.02612723],"genre_scores_gemma":[0.8851855,0.01927288,0.01961431,0.05954191,0.01288714,6.333664e-7,0.00005870928,0.00006009308,0.003378767],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8445212,"threshold_uncertainty_score":0.9975336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1673792836571452,"score_gpt":0.3931798638912883,"score_spread":0.2258005802341431,"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."}}