{"id":"W2932430141","doi":"","title":"Understanding small-group interactions amongst students in a chemistry tutorial setting","year":2018,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Argumentation theory; Elaboration; Mathematics education; Meaning (existential); Chemistry; Institution; Psychology; Group (periodic table); Chemistry education; Concept learning; Naturalism; Conceptual change; Epistemology; Social psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001684899,0.00009031161,0.0001300677,0.00003931331,0.0004676956,0.00003542612,0.0004794757,0.00006505381,0.0001045867],"category_scores_gemma":[0.0002719449,0.00006803256,0.0001028232,0.0002515939,0.0001927098,0.00003626099,0.00003720867,0.0002962851,0.000001587026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000461516,"about_ca_system_score_gemma":0.0005371684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1060542,"about_ca_topic_score_gemma":0.1086966,"domain_scores_codex":[0.9990698,0.0002069029,0.0002425186,0.000166174,0.000125126,0.0001895547],"domain_scores_gemma":[0.9988512,0.0003110985,0.0002756169,0.0003186415,0.000208547,0.00003484272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000133431,0.00151389,0.3604991,0.00008240565,0.001029592,1.105708e-7,0.5703993,0.00002316836,0.005887729,0.01534884,0.03378248,0.01129994],"study_design_scores_gemma":[0.00150803,0.0002941685,0.5039232,0.0002171399,0.0001682689,0.0000021173,0.4857301,0.0001843632,0.0002484207,0.001901755,0.005588381,0.0002340953],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990423,0.00001284469,0.001117523,0.0007641204,0.003220222,0.0006492964,0.00001209907,0.000006214295,0.003794723],"genre_scores_gemma":[0.9964197,4.045294e-7,0.0004965045,0.0000756431,0.0003704287,0.00005998339,0.000005915984,0.00001068377,0.002560776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1434242,"threshold_uncertainty_score":0.9075673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1371651415455144,"score_gpt":0.4045899452879761,"score_spread":0.2674248037424618,"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."}}