{"id":"W2339500056","doi":"10.1119/1.4947161","title":"Group Work Tests for Context-Rich Problems","year":2016,"lang":"en","type":"article","venue":"The Physics Teacher","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Group work; Test (biology); Context (archaeology); Mathematics education; Work (physics); Test anxiety; Group (periodic table); Psychology; Continuation; Computer science; Anxiety; Engineering; Physics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005838444,0.001231026,0.000829038,0.002789361,0.00110677,0.001355316,0.001979687,0.001302842,0.01963843],"category_scores_gemma":[0.04232517,0.0002816584,0.001048716,0.001383671,0.0007643754,0.002345907,0.003336544,0.001309862,0.003077132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005470036,"about_ca_system_score_gemma":0.0009697043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008356439,"about_ca_topic_score_gemma":0.00121134,"domain_scores_codex":[0.9904748,0.003617381,0.001636933,0.0008529151,0.002922527,0.0004954219],"domain_scores_gemma":[0.9568406,0.02923479,0.003187332,0.003562023,0.004505762,0.002669485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007197789,0.01478935,0.1162156,0.001934543,0.0004706713,0.002674669,0.02050287,0.01417294,0.04408738,0.01827084,0.0394909,0.7201924],"study_design_scores_gemma":[0.003315021,0.04487694,0.5352978,0.00141109,0.0004781478,0.004651031,0.02090692,0.07202037,0.1020621,0.05797877,0.1561397,0.0008620781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7657725,0.0006269157,0.132493,0.0007260292,0.0007161876,0.008848508,0.00265428,0.003219545,0.08494305],"genre_scores_gemma":[0.8258739,0.0002647425,0.1439457,0.000371445,0.000119449,0.007616673,0.002913177,0.0005784612,0.01831639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01963843,"threshold_uncertainty_score":0.06569707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1212815229842734,"score_gpt":0.3911169149352429,"score_spread":0.2698353919509695,"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."}}