{"id":"W3022754310","doi":"10.1515/ctra-2019-0010","title":"An Experimental Comparison of Approaches to Training Insight","year":2019,"lang":"en","type":"article","venue":"Creativity Theories – Research – Applications","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Fluency; Restructuring; Originality; Flexibility (engineering); Training (meteorology); Cognitive psychology; Psychology; Computer science; Creativity; Mathematics education; Social psychology; Mathematics; Statistics; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002305321,0.000787759,0.0008377747,0.001012274,0.0003814168,0.0007118878,0.001063323,0.001182952,0.006773423],"category_scores_gemma":[0.01057997,0.0005640059,0.0004512284,0.000479672,0.0009908698,0.001003462,0.001117233,0.001601716,0.0004400442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003986563,"about_ca_system_score_gemma":0.0005562768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002050784,"about_ca_topic_score_gemma":0.0002136273,"domain_scores_codex":[0.9970797,0.001168404,0.0004633968,0.0005385801,0.000479238,0.0002706833],"domain_scores_gemma":[0.9882749,0.008657899,0.0009419833,0.001067081,0.000376703,0.0006813405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.1442723,0.4047312,0.003200351,0.002409246,0.0004731812,0.0001947085,0.002945573,0.001739152,0.2156276,0.004091214,0.0007449639,0.2195704],"study_design_scores_gemma":[0.03877271,0.765164,0.03660195,0.0004976051,0.0007129693,0.0004344848,0.0009520498,0.00757625,0.1395678,0.004045519,0.005466833,0.0002078567],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941869,0.0002116228,0.002380449,0.00005357356,0.000134649,0.001024595,0.00007393144,0.0000637471,0.001870505],"genre_scores_gemma":[0.974665,0.0004799669,0.01594497,0.0001573908,0.0001403852,0.005415424,0.0002054608,0.0000410277,0.002950537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006773423,"threshold_uncertainty_score":0.0226593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4841840845759482,"score_gpt":0.5338703829560334,"score_spread":0.04968629838008515,"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."}}