{"id":"W2559280936","doi":"10.1002/jocb.169","title":"A Self‐Report Measure of Productive Thinking in Solving Insight Problems","year":2016,"lang":"en","type":"article","venue":"The Journal of Creative Behavior","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Creativity; Generality; Psychology; Scale (ratio); Measure (data warehouse); Cognition; Rating scale; Structural equation modeling; Cognitive psychology; Applied psychology; Social psychology; Computer science; Machine learning; Developmental psychology; Data mining; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002017055,0.0001187741,0.0002628302,0.0002099315,0.00008613957,0.00001154265,0.0003532826,0.00004850469,0.0002230888],"category_scores_gemma":[0.0004921959,0.00006018461,0.00007370732,0.0003488241,0.0002537029,0.0002794327,0.00003828801,0.0002429555,0.000006676372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004887,"about_ca_system_score_gemma":0.0001929097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004953247,"about_ca_topic_score_gemma":0.00002110271,"domain_scores_codex":[0.9982089,0.0004885375,0.0005507306,0.0001497801,0.0004217484,0.0001802706],"domain_scores_gemma":[0.9979628,0.0003569667,0.0008769619,0.0002818941,0.0004681747,0.00005316077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000474188,0.003546985,0.378325,0.00002213148,0.00009460435,0.000222106,0.2238445,0.000006499212,0.3756037,0.002163995,0.0006330063,0.01506339],"study_design_scores_gemma":[0.001095516,0.0005785571,0.9351788,0.0003832642,0.0001915161,0.001958091,0.006346252,7.323581e-7,0.05234042,0.0005750922,0.00119032,0.0001615066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916232,0.000210184,0.0004922291,0.001044428,0.0005507019,0.0003737835,0.00000300453,0.00001007519,0.005692355],"genre_scores_gemma":[0.998095,0.00003777065,0.000264763,0.00002892307,0.00009061243,0.00001976768,1.199629e-7,0.00001171495,0.001451319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5568538,"threshold_uncertainty_score":0.2454257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294763999716677,"score_gpt":0.3556328479366051,"score_spread":0.3026852079394383,"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."}}