{"id":"W7117994551","doi":"10.1007/979-8-8688-2148-6_9","title":"Dynamism","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Dynamism; Painting; Motion (physics); Feature (linguistics); Electronics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003080294,0.0002972356,0.0003023041,0.00009492277,0.0002896823,0.00008531416,0.0003439379,0.0004030759,0.002316673],"category_scores_gemma":[0.000004712166,0.000250909,0.0001661099,5.514058e-7,0.0004466655,0.00002640735,0.0001491067,0.0004921294,0.0002253863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002402243,"about_ca_system_score_gemma":0.0000316234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005722788,"about_ca_topic_score_gemma":0.001081696,"domain_scores_codex":[0.999159,0.0000051538,0.0002022459,0.0003009124,0.0001324365,0.0002002625],"domain_scores_gemma":[0.9993105,0.00001935538,0.0001032064,0.0004476535,0.00008189885,0.00003738149],"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":[0.000003529661,0.000003159359,8.54519e-8,0.00004159384,0.00009782551,0.00001271204,0.002634723,3.033827e-8,0.000003601738,0.8463551,0.1393925,0.01145513],"study_design_scores_gemma":[0.00008724304,0.00001957414,1.990087e-7,0.0001425142,0.00009290996,0.000001580173,0.0001214322,0.000001979149,0.00002269313,0.1647757,0.8344998,0.0002344144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004023727,0.0007647615,0.000008781152,0.0001466276,0.0006458631,0.0001992806,0.0001900443,0.0003913913,0.9976493],"genre_scores_gemma":[0.001533481,0.00004269783,0.00001763076,0.0006686628,0.000627953,0.00002581405,0.00007104267,0.00003975394,0.996973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6951073,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02331562835086079,"score_gpt":0.2117312096579117,"score_spread":0.1884155813070509,"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."}}