{"id":"W6912834351","doi":"10.5281/zenodo.8270211","title":"Differences in Problem Solving Behaviours Across Learner Groups","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Data collection; Participant observation; Qualitative research; Educational technology; Focus group","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":[],"consensus_categories":[],"category_scores_codex":[0.001739043,0.000283993,0.000574859,0.001608629,0.0004314721,0.001469428,0.0003836498,0.0005994061,0.005128753],"category_scores_gemma":[0.01342189,0.000174791,0.0004153682,0.000441606,0.0004891406,0.001051485,0.00155165,0.000471206,0.001072371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002150511,"about_ca_system_score_gemma":0.0002204602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006829594,"about_ca_topic_score_gemma":0.0005891346,"domain_scores_codex":[0.9988212,0.0002874478,0.000162493,0.0002430082,0.0002955807,0.0001902661],"domain_scores_gemma":[0.9924575,0.004257799,0.0007838583,0.0005808313,0.001255418,0.0006646602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002179538,0.002140253,0.837431,0.0002887786,0.0002819518,0.0003693533,0.05348372,0.0007138359,0.0267366,0.0006548158,0.0004478297,0.07527243],"study_design_scores_gemma":[0.00005761661,0.00200749,0.9672831,0.00005945213,0.00008035884,0.0006551899,0.02037117,0.001346058,0.004820378,0.001351832,0.001911017,0.00005627624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985549,0.00005690581,0.0002182965,0.00002052857,0.000002658222,0.00001639997,0.0000646112,0.00001269287,0.001052951],"genre_scores_gemma":[0.997726,0.00005672641,0.0003004175,0.0000228484,0.000003245788,0.00005598187,0.0001195564,0.00001363811,0.001701685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005128753,"threshold_uncertainty_score":0.01715738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076383899757372,"score_gpt":0.3667567229885718,"score_spread":0.2591183330128346,"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."}}