{"id":"W4247969531","doi":"10.1007/978-1-4614-3858-8_427","title":"Simplexity Thinking","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology","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":["insufficient_payload"],"category_scores_codex":[0.00009746962,0.0001639569,0.000158767,0.00008517655,0.00009235435,0.00005281414,0.0002657501,0.0001915173,0.3207934],"category_scores_gemma":[0.00001787646,0.0001438918,0.00007611807,0.00001649641,0.000141786,0.00004737543,0.00005733436,0.0002753102,0.01692875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000262885,"about_ca_system_score_gemma":0.00003426885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001085475,"about_ca_topic_score_gemma":0.00002934466,"domain_scores_codex":[0.9991362,0.00001358803,0.000155483,0.0003522311,0.0001765249,0.0001659739],"domain_scores_gemma":[0.9991908,0.0001247701,0.00009997856,0.0004686205,0.00003860665,0.00007720401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001049301,0.00001615268,0.00001525069,0.000002028326,0.000006033989,0.000002448952,0.0003957988,2.163611e-8,0.000008543924,0.8038932,0.1893635,0.006295955],"study_design_scores_gemma":[0.00004744347,0.00002323303,0.0006503504,0.00000910152,0.000008131255,0.00001587097,0.00005769654,0.000001186506,0.00000882093,0.09465731,0.9043547,0.0001661908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001634493,0.00004325006,0.0001218944,0.0008642129,0.002011688,0.0001767274,0.000007504471,0.0001316602,0.9964796],"genre_scores_gemma":[0.004285519,0.00001428555,0.0001530716,0.002645576,0.000220161,0.00001079529,0.000008202161,0.00002486735,0.9926375],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7149912,"threshold_uncertainty_score":0.9838367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09000340241841899,"score_gpt":0.3635493831262462,"score_spread":0.2735459807078272,"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."}}