{"id":"W4408468849","doi":"10.17742/image29729","title":"Surplus to Requirements: Work, Non-Linearity, and Abduction in Creative Research","year":2025,"lang":"en","type":"article","venue":"Imaginations Journal of Cross-Cultural Image Studies","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Counterfactual thinking; Work (physics); Associative property; Sociology; Linearity; Cognition; Epistemology; Computer science; Psychology; Social psychology; Mathematics; Philosophy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006784724,0.000135755,0.0003562263,0.001431869,0.0007428152,0.003834312,0.0004845187,0.00003801527,0.00003020887],"category_scores_gemma":[0.02152197,0.00008937237,0.00007312711,0.004184195,0.002352328,0.009655355,0.0005678423,0.0004591045,0.00003403052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003876348,"about_ca_system_score_gemma":0.0002016806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001888763,"about_ca_topic_score_gemma":0.0001876804,"domain_scores_codex":[0.9965472,0.0004203228,0.0009081147,0.0003107885,0.001476888,0.0003366624],"domain_scores_gemma":[0.9545241,0.0008066152,0.0002149144,0.0002069439,0.04414785,0.00009956288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002946797,0.000910737,0.1214077,0.000106478,0.0006409162,0.0003377202,0.03547239,0.0007174141,0.03780479,0.04190568,0.6284173,0.1293322],"study_design_scores_gemma":[0.003391435,0.001153534,0.5247568,0.0009094009,0.0000442483,0.00007920393,0.1192966,0.0004725128,0.01232008,0.287673,0.04944295,0.0004602613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8636808,0.001901043,0.001701904,0.06585658,0.0008183965,0.0005425883,0.00001646227,0.000009619665,0.06547265],"genre_scores_gemma":[0.9813439,0.0001243412,0.002628218,0.00008013273,0.0001616646,0.00002780676,0.000001616139,0.000004781035,0.01562757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5789742,"threshold_uncertainty_score":0.9971998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3013058404426291,"score_gpt":0.6534802782054108,"score_spread":0.3521744377627816,"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."}}