{"id":"W4404658978","doi":"10.18357/otessac.2023.3.1.162","title":"Designing Group Work in Online Courses to Develop Preservice Teachers’ Professional Collaboration Skills","year":2024,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ambrose University; University of Calgary","funders":"","keywords":"Medical education; Psychology; Professional development; Work (physics); Group work; Pedagogy; Mathematics education; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01161502,0.0006554561,0.0003530173,0.001443805,0.003336698,0.004363314,0.002015084,0.001028727,0.004307488],"category_scores_gemma":[0.02185211,0.0003923538,0.0004746217,0.0006977312,0.002909968,0.003669096,0.003523867,0.001108339,0.001233961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002020525,"about_ca_system_score_gemma":0.004711775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009703449,"about_ca_topic_score_gemma":0.003189441,"domain_scores_codex":[0.9934413,0.00435671,0.0001980266,0.0006289855,0.0006235485,0.0007513562],"domain_scores_gemma":[0.9809408,0.01268508,0.001075601,0.001501069,0.001384006,0.002413608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003067968,0.008619206,0.03233534,0.001320747,0.00006359781,0.001175502,0.3506465,0.003090797,0.02140902,0.01796343,0.008454258,0.5546149],"study_design_scores_gemma":[0.0009685054,0.008464091,0.05310353,0.001959414,0.00028355,0.001753899,0.5414005,0.01380416,0.03719323,0.05992614,0.2808877,0.0002552625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7769171,0.0002442873,0.1762114,0.001770098,0.0001872406,0.003453468,0.00005688785,0.0006909446,0.04046854],"genre_scores_gemma":[0.7240719,0.00034008,0.2645466,0.0003576546,0.00003774044,0.001924024,0.00009532295,0.0001236131,0.008502998],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01161502,"threshold_uncertainty_score":0.06142682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05039874814747743,"score_gpt":0.4340511176985537,"score_spread":0.3836523695510763,"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."}}