{"id":"W2907280142","doi":"10.5539/ies.v12n1p146","title":"Preparation of University Students to Be Role Models in General Biology Laboratory","year":2018,"lang":"en","type":"article","venue":"International Education Studies","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Teamwork; Group dynamic; Group work; Team effectiveness; Teaching method; Work (physics); Mathematics education; Medical education; Social psychology; Knowledge management; Management; Computer science; Engineering; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002672813,0.0004399335,0.0002744387,0.0003143217,0.001560446,0.002461586,0.0007422892,0.0006766191,0.005928838],"category_scores_gemma":[0.005835054,0.0002420325,0.000343363,0.0001159094,0.0006562436,0.000698078,0.001417593,0.001277626,0.002027839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004115063,"about_ca_system_score_gemma":0.001277966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003174906,"about_ca_topic_score_gemma":0.0006952387,"domain_scores_codex":[0.9980955,0.0009184937,0.00005670933,0.0001427456,0.0003446617,0.0004419146],"domain_scores_gemma":[0.9939501,0.000774938,0.0008025085,0.0003133163,0.0006824663,0.003476665],"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":[0.003771647,0.05385718,0.2783051,0.000846488,0.00007171814,0.002320173,0.1318855,0.0009386963,0.1447652,0.003911639,0.02113326,0.3581934],"study_design_scores_gemma":[0.0009642939,0.0422193,0.4107758,0.0007098307,0.0002326352,0.002690206,0.3050975,0.00508749,0.06445598,0.00332823,0.1640963,0.0003424224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954939,0.00005492246,0.0008442291,0.0003672028,0.00006124525,0.0001478843,0.000007499428,0.00002596078,0.002997131],"genre_scores_gemma":[0.9885044,0.0001304725,0.003323843,0.0003565802,0.000028911,0.0002235626,0.0000323483,0.00001146889,0.007388467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005928838,"threshold_uncertainty_score":0.01983398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104859179922808,"score_gpt":0.5356221507717946,"score_spread":0.4251362327795138,"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."}}