{"id":"W3104163579","doi":"10.5430/ijhe.v10n2p27","title":"Enhancement of Professional Behaviours and Perceptions of Critical Skill Job Preparedness through the Use of a Group Work Contract in Fourth-Year Nutritional Science Students","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; University of Guelph","keywords":"Preparedness; Group work; Psychology; Medical education; Perception; Anxiety; Work (physics); Critical thinking; Professional development; Mathematics education; Pedagogy; Medicine; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009474645,0.00007726915,0.0001777432,0.0001732896,0.00004682521,0.00002364817,0.0003648169,0.00004597212,0.000518287],"category_scores_gemma":[0.0004501681,0.00005924472,0.00005645572,0.0002834968,0.0004552967,0.0002924217,0.00005562929,0.0003106118,9.767676e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008445632,"about_ca_system_score_gemma":0.0002272335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001089858,"about_ca_topic_score_gemma":0.000001802184,"domain_scores_codex":[0.9979922,0.000418889,0.0006167066,0.0001366542,0.000737109,0.00009841604],"domain_scores_gemma":[0.9977703,0.0004930615,0.0005070055,0.00008432805,0.001105403,0.00003987882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008973912,0.004553107,0.8777059,0.00003116618,0.0001306054,0.000003985193,0.05066036,0.00004133921,0.0119432,0.04946106,0.001473888,0.003097955],"study_design_scores_gemma":[0.0006240338,0.0002051963,0.9952035,0.0003120955,0.00002728874,0.00001522405,0.002292848,0.000003580462,0.0001966576,0.0007179962,0.0003501994,0.00005137172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921558,0.0001231221,0.001874646,0.003694114,0.001896873,0.0001171959,0.00001508299,0.000002078536,0.000121029],"genre_scores_gemma":[0.9896888,0.000005534246,0.009682231,0.0002556783,0.0002198236,0.00001038847,0.000006207513,0.000006315927,0.0001249893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1174976,"threshold_uncertainty_score":0.567488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07400900104334267,"score_gpt":0.486545374811633,"score_spread":0.4125363737682903,"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."}}