{"id":"W2766553511","doi":"10.28945/1680","title":"Understanding the Role of Personality Traits on Beliefs in Online Learning","year":2012,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Multidisciplinary approach; Big Five personality traits; Personality; Association (psychology); Psychology; Engineering ethics; Computer science; Sociology; Social psychology; Social science; Engineering; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001241122,0.00007283633,0.00008372464,0.0001791446,0.0002653566,0.0001283524,0.0004593972,0.00002552979,0.000005697196],"category_scores_gemma":[0.0004677415,0.00005337173,0.00001497675,0.0006981933,0.0002506281,0.0009794692,0.00007803024,0.0002152729,0.000003453364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007958186,"about_ca_system_score_gemma":0.0007365041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000932975,"about_ca_topic_score_gemma":0.00002346903,"domain_scores_codex":[0.9990302,0.0000286845,0.000180669,0.0001462422,0.0003707731,0.0002434625],"domain_scores_gemma":[0.9993827,0.0001290565,0.0001180748,0.0001381758,0.0001526189,0.00007936953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000003436563,0.0002053795,0.08244748,0.00002051654,0.000002895689,8.355456e-8,0.04844986,0.0002923778,0.001121714,0.6445915,0.00003632246,0.2228285],"study_design_scores_gemma":[0.0003834001,0.0003573592,0.5081892,0.0006828431,0.00001097842,0.00003270771,0.1261407,0.32287,0.001733345,0.02594504,0.01307022,0.0005842991],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707438,0.00009851946,0.006479442,0.008898119,0.0002036749,0.0000945878,9.565397e-7,0.00002849682,0.01345238],"genre_scores_gemma":[0.9983369,0.00002192211,0.001007637,0.0004208568,0.0000509495,0.000002001477,8.171362e-7,0.000001652262,0.0001573305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6186464,"threshold_uncertainty_score":0.2176436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071795470182074,"score_gpt":0.3250473445979584,"score_spread":0.2543293898961376,"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."}}