{"id":"W2077124396","doi":"10.1177/1010539512436875","title":"Problem-Based Learning (PBL) and Public Health","year":2012,"lang":"en","type":"article","venue":"Asia Pacific Journal of Public Health","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Problem-based learning; Public health; Medicine; Medical education; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03622027,0.0001974135,0.0005219102,0.0005993075,0.001700914,0.0003944515,0.0003182618,0.000139763,0.0001984953],"category_scores_gemma":[0.001538012,0.0001757363,0.000121626,0.000959304,0.0002599864,0.001536082,0.00003820515,0.00111804,0.00002084147],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008907204,"about_ca_system_score_gemma":0.009538904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361617,"about_ca_topic_score_gemma":0.0002037987,"domain_scores_codex":[0.9914452,0.004418996,0.0009772574,0.0002173096,0.0009643453,0.001976868],"domain_scores_gemma":[0.9951486,0.0003952107,0.001462971,0.0001566472,0.0003727619,0.002463836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001207682,0.000367332,0.2501486,0.0001919846,0.00005292758,0.000004403557,0.06847265,0.00001196377,0.00001116587,0.04366138,0.006227257,0.6308383],"study_design_scores_gemma":[0.0005703102,0.0005252031,0.006713056,0.00008526299,0.000003803133,0.00004204953,0.03583398,0.00002607355,0.000001132031,0.0002232321,0.9558064,0.0001695373],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07036904,0.02746929,0.04068212,0.797886,0.00184812,0.001355889,0.00001029495,0.0003521326,0.06002707],"genre_scores_gemma":[0.9897668,0.001248246,0.006466922,0.001404631,0.0007458198,0.000006609343,0.000006833726,0.00002919056,0.0003249502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9495791,"threshold_uncertainty_score":0.9995987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09139771045504964,"score_gpt":0.3567693420851191,"score_spread":0.2653716316300694,"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."}}