{"id":"W7064748986","doi":"","title":"Collaborative mind mapping to support online discussion in teacher education","year":2019,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Ontario","keywords":"Collaborative learning; Online discussion; Concept map; Set (abstract data type); Grounded theory; Construct (python library); Mind map; Variety (cybernetics); Process (computing); Computer-supported collaborative learning","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001345747,0.0002110434,0.0002099686,0.0006318341,0.0000427409,0.00008935911,0.0002551886,0.0001400395,0.0000859995],"category_scores_gemma":[0.00001461449,0.0002078464,0.00004492642,0.0007812941,0.00001450895,0.001094852,0.00005420946,0.0003142753,0.000396663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003284046,"about_ca_system_score_gemma":0.0001184728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002419388,"about_ca_topic_score_gemma":0.0009087418,"domain_scores_codex":[0.9989203,0.00005329484,0.0002232493,0.0003053558,0.0001940681,0.0003037885],"domain_scores_gemma":[0.9994315,0.00002641758,0.00004050419,0.0002530865,0.00008018658,0.0001682888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002368397,0.0001452669,0.9856544,0.00004601554,0.00001506411,0.0000130093,0.001443036,0.001338946,0.003686017,0.00001462154,0.000002677806,0.007617291],"study_design_scores_gemma":[0.0005899422,0.00008997159,0.9798386,0.0002721017,0.00001479268,0.000002453541,0.001104656,0.00001548585,0.001378525,0.0000200585,0.01635388,0.0003195329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966114,0.00002891308,0.0007638079,0.0001932391,0.0005123913,0.000502273,0.00004773457,0.00007263351,0.001267642],"genre_scores_gemma":[0.9950598,0.00003431546,0.0001318805,0.0001003462,0.00005261054,0.000001953183,0.0001386212,0.00003516165,0.004445237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01635121,"threshold_uncertainty_score":0.8475731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03821109612827869,"score_gpt":0.2901294161533278,"score_spread":0.2519183200250491,"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."}}