{"id":"W7135058931","doi":"10.70725/134047chyicw","title":"Using a Motivational Typology to Understand and Respond to Disruptive Behaviour","year":2022,"lang":"","type":"article","venue":"Journal of Online Learning Research","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tyndale University","funders":"","keywords":"Typology; Semiotics; User engagement; Affect (linguistics)","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":[0.002978249,0.0004644691,0.0002065038,0.004964791,0.002265185,0.002412043,0.0007187705,0.001086048,0.001829813],"category_scores_gemma":[0.008720464,0.0002104749,0.0005179664,0.00116843,0.00395986,0.003266594,0.003402849,0.001406948,0.0002890192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001681047,"about_ca_system_score_gemma":0.001181879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002319816,"about_ca_topic_score_gemma":0.00509108,"domain_scores_codex":[0.9976016,0.00139049,0.0001590263,0.0001976873,0.0003950439,0.0002561824],"domain_scores_gemma":[0.9959779,0.001757568,0.0009657265,0.0003337115,0.0005556003,0.0004094105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001615759,0.0005314352,0.3076972,0.0004628361,0.00005202037,0.001929119,0.4790642,0.0009205912,0.01027833,0.09450564,0.002385397,0.1020116],"study_design_scores_gemma":[0.00005001836,0.0005677395,0.1966099,0.0006190658,0.00004871498,0.006182431,0.6456015,0.007570781,0.004190647,0.06167113,0.07673458,0.0001535515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9005935,0.0003579811,0.06184391,0.002568553,0.0001228198,0.0004663383,0.000112206,0.0001083585,0.03382634],"genre_scores_gemma":[0.9613864,0.0003177721,0.03323565,0.0004326793,0.00002812947,0.0005726333,0.0001127628,0.00003520573,0.003878784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004964791,"threshold_uncertainty_score":0.01575071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.209258153678069,"score_gpt":0.49967866334759,"score_spread":0.290420509669521,"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."}}