{"id":"W2110378869","doi":"10.5539/hes.v2n2p31","title":"Student-Initiated Study Groups for STEM Classes in Community College Settings","year":2012,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus group; Mathematics education; Psychology; Medical education; Community college; Pedagogy; Medicine; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003800982,0.0002333459,0.0004350976,0.0003127849,0.002193579,0.00008601254,0.0004426238,0.00007865289,0.000111486],"category_scores_gemma":[0.0003345951,0.000222011,0.00006991602,0.001109067,0.0004117402,0.0005721693,0.0002033132,0.0003301005,0.00006818034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052218,"about_ca_system_score_gemma":0.0006160438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001279573,"about_ca_topic_score_gemma":0.002641404,"domain_scores_codex":[0.9958891,0.001917956,0.0004978852,0.0002613527,0.0006530408,0.000780687],"domain_scores_gemma":[0.9956954,0.002408645,0.0001938241,0.0003509638,0.001151893,0.0001992603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000187018,0.003819066,0.6818472,0.00007863344,0.0002260734,2.542375e-7,0.2181241,5.09266e-7,0.000006448469,0.02380494,0.07190381,0.0001702037],"study_design_scores_gemma":[0.0003114485,0.00006218012,0.4254407,0.00002770879,0.00002780443,8.885631e-8,0.4492287,3.957707e-8,0.000004679479,0.0002428437,0.1245264,0.0001274173],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756598,0.00476996,0.000001279858,0.005990754,0.003682169,0.002119581,0.0000236135,0.0001308155,0.007622],"genre_scores_gemma":[0.9789832,0.0002789881,0.0001605029,0.0006052956,0.0008558197,0.002938212,0.0000112362,0.00002578639,0.01614096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2564065,"threshold_uncertainty_score":0.9991055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1871387641174125,"score_gpt":0.5106329495929389,"score_spread":0.3234941854755264,"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."}}