{"id":"W2784202917","doi":"10.24377/dteij.article1481","title":"Problem Based Learning: Developing competency in knowledge integration in health design","year":2023,"lang":"en","type":"article","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Empathy and Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design; Beef Farmers of Ontario","funders":"","keywords":"Process (computing); Stakeholder; Context (archaeology); Psychology; Knowledge management; Representation (politics); Computer science; Public relations; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002957163,0.0001591746,0.0003562376,0.001951706,0.0006409704,0.00005393584,0.0005500674,0.0001981084,0.000003195341],"category_scores_gemma":[0.0002883663,0.0001841175,0.00006126813,0.004410603,0.0002307187,0.0005008984,0.0002142292,0.001211054,0.00005841801],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002701794,"about_ca_system_score_gemma":0.006147455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002817913,"about_ca_topic_score_gemma":0.001137589,"domain_scores_codex":[0.996188,0.001909846,0.0002615242,0.0005404195,0.0004688321,0.000631413],"domain_scores_gemma":[0.9985131,0.0003718876,0.0001053989,0.0002709366,0.0003610744,0.0003775822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001604268,0.0007902365,0.02549266,0.000467455,0.00003293868,0.002034298,0.02226348,0.0006204794,0.001425051,0.9341335,0.001528078,0.00960754],"study_design_scores_gemma":[0.01783119,0.003484556,0.3014883,0.008204049,0.00005941216,0.00005922885,0.194804,0.03847578,0.004165648,0.000556114,0.4297577,0.001114044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.402623,0.00008583928,0.00389871,0.007923513,0.0002072722,0.002866467,0.000002485641,0.0001953651,0.5821974],"genre_scores_gemma":[0.8872203,0.0003016816,0.004564561,0.00006629912,0.00004202266,0.000002483499,0.00008222335,0.00002070024,0.1076997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9335774,"threshold_uncertainty_score":0.9994867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550391308546381,"score_gpt":0.3870146694199738,"score_spread":0.2319755385653357,"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."}}