{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009168905,0.0001800656,0.0002419069,0.0002684441,0.0003122606,0.0003800709,0.0006155403,0.0005477392,0.0001212702],"category_scores_gemma":[0.002733756,0.0001578709,0.00002316675,0.004437245,0.00007884665,0.0004760287,0.000205385,0.001976509,0.00004373894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005947271,"about_ca_system_score_gemma":0.0009192566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000121686,"about_ca_topic_score_gemma":0.0002670295,"domain_scores_codex":[0.9964615,0.002027557,0.0004411486,0.0004985195,0.0002264116,0.0003448444],"domain_scores_gemma":[0.9978688,0.001104042,0.0002141996,0.000261582,0.0005090566,0.00004235369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005002702,0.0006692808,0.6677087,0.00002541044,0.00009950659,0.000001562339,0.1706518,0.00002106476,0.00170549,0.06886481,0.009648382,0.08055395],"study_design_scores_gemma":[0.0004767897,0.0000573737,0.8779742,0.0006508264,0.00002151336,0.000003504957,0.08324356,0.00005617857,0.0001329717,0.01371429,0.02337748,0.0002913021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378029,0.0007373027,0.002249362,0.05616782,0.001379991,0.0007950474,0.000008873573,0.0001306578,0.0007280998],"genre_scores_gemma":[0.9671624,0.00004955135,0.02298813,0.001856777,0.00009084446,0.0004550216,0.00006096826,0.00002138043,0.007314943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2102655,"threshold_uncertainty_score":0.8587058,"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."}}