{"id":"W2000389016","doi":"10.1108/eum0000000005660","title":"Toward a multi‐dimensional measure of individual innovative behavior","year":2001,"lang":"en","type":"article","venue":"Journal of Intellectual Capital","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":574,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Generativity; Conceptualization; Structural equation modeling; Construct (python library); Formative assessment; Measure (data warehouse); Dimension (graph theory); Psychology; Sample (material); Reliability (semiconductor); Knowledge management; Computer science; Social psychology; Mathematics; Data mining","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005763676,0.0001385499,0.0002775496,0.000412687,0.00005348459,0.0000239496,0.0003502961,0.00009037068,0.00391429],"category_scores_gemma":[0.001574449,0.0001139821,0.0001286087,0.0007315054,0.0002753068,0.0001614709,0.00005270018,0.0004450142,0.00007549685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004994104,"about_ca_system_score_gemma":0.0002541594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001389524,"about_ca_topic_score_gemma":0.000004300779,"domain_scores_codex":[0.9983087,0.0001436287,0.0005897947,0.0001581795,0.0005909166,0.0002087341],"domain_scores_gemma":[0.9979193,0.000486581,0.0004478393,0.0001354818,0.000897154,0.0001136846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003142779,0.01543551,0.07693166,0.00002704754,0.0006648486,0.001037984,0.5715953,0.00004171273,0.1411769,0.003629141,0.1176299,0.06868722],"study_design_scores_gemma":[0.008270179,0.0104322,0.7740297,0.0002765091,0.0003855951,0.02134576,0.1060477,0.00006359493,0.06438617,0.0003221705,0.01325241,0.001188031],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955938,0.0002564343,0.0006764426,0.0002783587,0.001656994,0.0001119201,0.0000175719,0.000008331494,0.001400085],"genre_scores_gemma":[0.9981832,0.00001139621,0.0005697285,0.0002512032,0.0001530818,0.000004889015,0.000002016162,0.00001198656,0.0008125354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.697098,"threshold_uncertainty_score":0.9969963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165255193867573,"score_gpt":0.3709854312428471,"score_spread":0.2544599118560898,"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."}}