{"id":"W4389314120","doi":"10.5206/cjsotlrcacea.2023.2.14252","title":"The Influence of Two-Stage Collaborative Testing on Peer Relationships: A Study of First-Year University Student Perceptions","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; Feeling; Perception; Mathematics education; Preference; Test (biology); Thematic analysis; Class (philosophy); Social psychology; Coding (social sciences); Pedagogy; Qualitative research; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01079524,0.0003684126,0.0005599639,0.001469176,0.003989064,0.00471948,0.001165542,0.001116817,0.001634347],"category_scores_gemma":[0.04968645,0.0004088838,0.000382602,0.0009529945,0.003103834,0.001700039,0.003236697,0.001953982,0.0002622008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081469,"about_ca_system_score_gemma":0.003080712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006931702,"about_ca_topic_score_gemma":0.007969407,"domain_scores_codex":[0.9873168,0.007603335,0.000588138,0.0005273767,0.00263098,0.001333378],"domain_scores_gemma":[0.9398774,0.03170959,0.008602332,0.001485827,0.007563637,0.01076113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002005147,0.001350842,0.2737071,0.0001936226,0.00006359653,0.001051953,0.690662,0.0001230498,0.001866492,0.0004399567,0.0006291532,0.0297118],"study_design_scores_gemma":[0.00002742005,0.001273326,0.215665,0.00009220889,0.00003084125,0.0006880754,0.7770813,0.0005358005,0.0007811161,0.0002139658,0.003529735,0.00008121062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989433,0.00006282513,0.00009714682,0.0001269774,0.000006511989,0.00001927853,0.000004070504,0.000003311885,0.0007365358],"genre_scores_gemma":[0.9995385,0.00006978261,0.00008197824,0.00004685126,0.000004865536,0.00001422648,0.000005670855,0.000002381226,0.0002356999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079524,"threshold_uncertainty_score":0.05709136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1780864214299507,"score_gpt":0.4339963530465473,"score_spread":0.2559099316165967,"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."}}