{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008242924,0.00006477464,0.0001133348,0.0003074866,0.0000507162,0.000005335759,0.0001904404,0.00003966433,0.0001011235],"category_scores_gemma":[0.0003459625,0.00006759572,0.00001675544,0.0002683822,0.00008782313,0.00007875869,0.00006700616,0.00008293489,0.0000309662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354962,"about_ca_system_score_gemma":0.00007851105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003188224,"about_ca_topic_score_gemma":0.00006647871,"domain_scores_codex":[0.9989971,0.0004479265,0.0001752391,0.0001867398,0.0001086482,0.00008436041],"domain_scores_gemma":[0.9983844,0.0001010491,0.0001068259,0.0001096067,0.001281364,0.00001682661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007949278,0.001304911,0.4804871,0.000009762322,0.0006938312,0.000001055865,0.1766271,0.0004213404,0.008061015,0.2857545,0.02636229,0.01948217],"study_design_scores_gemma":[0.001026073,0.0005112762,0.6026219,0.00006565182,0.0000242545,0.00000204266,0.04264617,0.0002526452,0.001364962,0.01077761,0.3404012,0.0003062328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783608,0.000117074,0.003125488,0.0008794661,0.002665871,0.00008856641,0.00001308453,0.00001789801,0.01473176],"genre_scores_gemma":[0.9868265,0.000006818103,0.006015722,0.0005093702,0.0002262754,0.0000120052,0.00001293004,0.000004976326,0.006385444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3140389,"threshold_uncertainty_score":0.2756473,"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."}}