{"id":"W1904991648","doi":"10.1080/02602938.2015.1089977","title":"New assessment process in an introductory undergraduate physics laboratory: an exploration on collaborative learning","year":2015,"lang":"en","type":"article","venue":"Assessment & Evaluation in Higher Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Grading (engineering); Session (web analytics); Peer assessment; Process (computing); Peer evaluation; Mathematics education; Incentive; Class (philosophy); Task (project management); Higher education; Medical education; Psychology; Computer science; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01157368,0.000239109,0.0002560586,0.0004217394,0.0003082854,0.0003071259,0.0002693187,0.0001456073,0.0001637533],"category_scores_gemma":[0.0005361982,0.000270389,0.00001766825,0.002785109,0.00008053667,0.004420137,0.00001908424,0.0006143543,0.00001411805],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004259724,"about_ca_system_score_gemma":0.0153096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006495116,"about_ca_topic_score_gemma":0.001008593,"domain_scores_codex":[0.9880824,0.008701549,0.0005193431,0.0006352573,0.00172447,0.0003369733],"domain_scores_gemma":[0.9964725,0.0001831501,0.0004804018,0.0003366178,0.002331509,0.0001958436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000728856,0.002055631,0.3097641,0.00002002552,0.0000199522,6.184325e-7,0.07975242,0.05667152,0.0009680766,0.5076073,0.001308866,0.04175853],"study_design_scores_gemma":[0.0026666,0.001086224,0.6180264,0.0001692025,0.00006212309,9.631061e-8,0.09625308,0.008683151,0.0003768379,0.2629292,0.008869864,0.0008772511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537526,0.000040376,0.007727033,0.01219042,0.003373353,0.002074983,0.000002831779,0.0001601183,0.02067825],"genre_scores_gemma":[0.9776131,0.000008850507,0.019147,0.0002716709,0.001414404,0.0006292635,0.000325986,0.00003602064,0.0005536797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3082622,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.241407662093847,"score_gpt":0.5511415627937231,"score_spread":0.3097339006998761,"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."}}