{"id":"W6920929868","doi":"10.6084/m9.figshare.26625184.v1","title":"Additional file 4 of Measuring group function in problem-based learning: development of a reflection tool","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Reflection (computer programming); Development (topology); Function (biology); Group (periodic table)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006722976,0.00114382,0.001216283,0.003470849,0.001311178,0.002496577,0.002866296,0.001535489,0.9288442],"category_scores_gemma":[0.1150395,0.0009192077,0.001127518,0.00507618,0.0004902633,0.003322798,0.002033768,0.001289604,0.241802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001919369,"about_ca_system_score_gemma":0.003103982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007763937,"about_ca_topic_score_gemma":0.01177009,"domain_scores_codex":[0.9974484,0.0008731858,0.0005339534,0.0003129567,0.0006143785,0.0002170672],"domain_scores_gemma":[0.854113,0.1222558,0.003428345,0.004888344,0.01392966,0.001384774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003631631,0.0001292853,0.001330584,0.00263717,0.00002062498,0.00003415092,0.000187211,0.0002451996,0.00004036026,0.0007642353,0.9761091,0.01813884],"study_design_scores_gemma":[0.006888917,0.0003867464,0.02820837,0.00600364,0.0001775251,0.0003238822,0.001520088,0.001908837,0.001056191,0.01682646,0.9364559,0.0002433825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000504285,0.00002672235,0.001761364,0.0003664762,0.00009910216,0.001070376,0.9901565,0.001264759,0.004750537],"genre_scores_gemma":[0.02349344,0.0002900086,0.03306668,0.001516722,0.0003307287,0.03120192,0.8494716,0.006553835,0.05407518],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9288442,"threshold_uncertainty_score":0.1014952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06141505319145796,"score_gpt":0.2862901495732204,"score_spread":0.2248750963817625,"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."}}