{"id":"W7012905310","doi":"","title":"","year":2024,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education; Social Sciences and Humanities Research Council of Canada","keywords":"Teaching method; Experiential learning; Active learning (machine learning); Inclusion (mineral); Work (physics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001633792,0.0005227809,0.0006438715,0.0008019498,0.004218622,0.01059068,0.0007571883,0.002119899,0.07263518],"category_scores_gemma":[0.004535234,0.0002751298,0.0004219241,0.0008851219,0.008408551,0.007888864,0.00802673,0.003668137,0.03958577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002395501,"about_ca_system_score_gemma":0.003183255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002855657,"about_ca_topic_score_gemma":0.004354933,"domain_scores_codex":[0.9965701,0.000958572,0.0001139319,0.0004974455,0.001370033,0.000489965],"domain_scores_gemma":[0.9984562,0.0003527322,0.0001023128,0.0002953484,0.0004699926,0.0003232302],"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":[0.00001007842,0.00001832735,0.0001929884,0.00008859133,0.000005685534,0.00005929114,0.002123569,0.00005072021,0.0001791621,0.8185551,0.125491,0.05322547],"study_design_scores_gemma":[0.000002363074,0.000008788826,0.0002844335,0.0001241038,0.000002251784,0.0001091217,0.0006922427,0.00002828827,0.0001159991,0.0843348,0.9142923,0.000005239726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004621251,0.001941478,0.001746805,0.004661067,0.0006281983,0.00002011707,0.00003832385,0.0000458788,0.990456],"genre_scores_gemma":[0.04881653,0.004976077,0.003195189,0.009369141,0.0009703258,0.0001368759,0.0001738547,0.0002853125,0.9320768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9273648,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268837636437178,"score_gpt":0.4585624640187494,"score_spread":0.3316787003750317,"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."}}