{"id":"W2087854066","doi":"10.1177/1469787408095856","title":"Assessing small-scale interventions in large-scale teaching","year":2008,"lang":"en","type":"article","venue":"Active Learning in Higher Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Psychological intervention; Scale (ratio); Student engagement; Intervention (counseling); Psychology; Medical education; Mathematics education; Higher education; Pedagogy; Medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033766,0.0001255624,0.0001900112,0.0004467879,0.000888319,0.00008827708,0.0002062338,0.0001370228,0.0003034485],"category_scores_gemma":[0.0008909222,0.0001470571,0.00007350108,0.0007872631,0.0001364581,0.0008620671,0.00004999903,0.00137931,0.00002420897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000859554,"about_ca_system_score_gemma":0.0004338836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003626657,"about_ca_topic_score_gemma":0.001894521,"domain_scores_codex":[0.9956609,0.003058556,0.0003372805,0.0003280939,0.000224715,0.0003904499],"domain_scores_gemma":[0.999032,0.0004471319,0.0002205039,0.0001370036,0.0001119997,0.00005134417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008199424,0.0006535833,0.8548656,0.00001731672,0.000006774152,0.000002029448,0.1124685,0.0001422371,0.0006523327,0.008787197,0.0001181042,0.02227813],"study_design_scores_gemma":[0.000205758,0.0000186902,0.9494302,0.0002244301,0.000004884139,0.000001252057,0.02723496,0.00003540766,0.00007443102,0.0009915634,0.02161345,0.0001649612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8923588,0.00005536597,0.002973885,0.001960662,0.000971703,0.0002004622,3.97805e-7,0.0001003831,0.1013784],"genre_scores_gemma":[0.9615858,0.000008056501,0.02178123,0.0001443606,0.0003527435,0.0000659368,0.00001639776,0.00002198003,0.01602347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09456462,"threshold_uncertainty_score":0.6832322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393764300001969,"score_gpt":0.4572380576861988,"score_spread":0.3178616276860019,"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."}}