{"id":"W4400440717","doi":"10.5465/amproc.2024.139bp","title":"Significant Learning in a Collaborative Online International Learning Platform","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Collaborative learning; Online learning; Computer science; Multimedia; Knowledge management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005069088,0.0004023032,0.0002483047,0.000819205,0.002163677,0.004557987,0.00135028,0.0007322368,0.006321225],"category_scores_gemma":[0.008742701,0.0001742287,0.0004447883,0.0006150892,0.001460353,0.003604274,0.006128712,0.001243376,0.001426945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000705883,"about_ca_system_score_gemma":0.001994171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003229743,"about_ca_topic_score_gemma":0.001067205,"domain_scores_codex":[0.9969471,0.001766826,0.00007759892,0.000280642,0.0004974441,0.0004302867],"domain_scores_gemma":[0.9922081,0.00373304,0.0004198791,0.0008405206,0.00038301,0.002415565],"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":[0.0007272663,0.01429443,0.02325631,0.0006525023,0.00004628066,0.001297603,0.08285645,0.002019598,0.01280126,0.02288401,0.01835216,0.820812],"study_design_scores_gemma":[0.00111397,0.02778439,0.08963473,0.00173284,0.0002853731,0.005844227,0.2167302,0.02184224,0.04966038,0.07706926,0.5076928,0.0006095553],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9145345,0.0001541697,0.02751549,0.001194283,0.0001742114,0.0006131207,0.00007931454,0.0004002755,0.05533458],"genre_scores_gemma":[0.950071,0.0002253909,0.03654103,0.0004750513,0.0001054648,0.0004769356,0.0001136312,0.00006757125,0.01192398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006321225,"threshold_uncertainty_score":0.02680826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04339464574705517,"score_gpt":0.3901307697073514,"score_spread":0.3467361239602962,"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."}}