{"id":"W2765707808","doi":"10.28945/3760","title":"Can Finance Education Benefit from Online Collaborative Methods? An Experiment","year":2017,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Collaborative learning; Peer learning; Class (philosophy); Implementation; Bridge (graph theory); Active learning (machine learning); Knowledge management; Finance; Mathematics education; Psychology; Artificial intelligence; Medicine; Business","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":[0.0100333,0.0005797642,0.0007282177,0.0007621247,0.0009590536,0.002435951,0.001324078,0.002123272,0.01710166],"category_scores_gemma":[0.03226738,0.0003659947,0.0007608432,0.0006150746,0.0008379223,0.002772375,0.00165392,0.002028473,0.002215839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000622205,"about_ca_system_score_gemma":0.00130998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003803538,"about_ca_topic_score_gemma":0.0002721235,"domain_scores_codex":[0.9951268,0.002619574,0.0003491004,0.0007156178,0.0007105392,0.0004782572],"domain_scores_gemma":[0.9424474,0.04628577,0.002663975,0.003715374,0.001430098,0.003457399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03565152,0.4339177,0.0331666,0.003747911,0.0003698248,0.0008609638,0.01351288,0.004083632,0.01324155,0.008106413,0.01151849,0.4418226],"study_design_scores_gemma":[0.06380807,0.37249,0.2133286,0.001823058,0.00162833,0.001061856,0.01649382,0.04868377,0.04260127,0.03912112,0.1982471,0.0007131585],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798651,0.0001842307,0.002965525,0.0007831342,0.0001401895,0.003149766,0.000418225,0.000250478,0.01224347],"genre_scores_gemma":[0.9704184,0.0002885459,0.01373145,0.0007863136,0.0001502457,0.007191352,0.0004516401,0.00006301192,0.006919127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01710166,"threshold_uncertainty_score":0.0572108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05250250194655527,"score_gpt":0.4599514332102984,"score_spread":0.4074489312637431,"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."}}