{"id":"W7118018434","doi":"10.1007/979-8-8688-2148-6_5","title":"Shape","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rockyview General Hospital","funders":"","keywords":"Representation (politics); Element (criminal law); Object (grammar); Visualization","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":[0.00004239197,0.0002428591,0.0002813282,0.0001533433,0.000119665,0.00005252632,0.0003827362,0.0002176802,0.002973766],"category_scores_gemma":[0.00003055347,0.0002251757,0.0002422971,0.000009434762,0.0001768712,0.00001822181,0.0001563551,0.0002944439,0.0008229048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002358918,"about_ca_system_score_gemma":0.00004794168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005112854,"about_ca_topic_score_gemma":0.000003262758,"domain_scores_codex":[0.9988139,0.00001964656,0.0002222338,0.0004934613,0.0002756264,0.0001751609],"domain_scores_gemma":[0.9992898,0.00003075265,0.0001026214,0.000475042,0.00002563139,0.00007612602],"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":[0.00001057326,0.000009550409,5.019091e-7,0.00003272892,0.000009342822,0.0000583388,0.0001137922,0.000001174932,0.01022244,0.7574195,0.0139579,0.2181641],"study_design_scores_gemma":[0.0001044924,0.00001267924,0.000001020266,0.0001023909,0.00007617097,0.000007932363,0.000002496783,0.0002064954,0.001710942,0.01363025,0.983891,0.0002541855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006177914,0.00003864861,0.00009593141,0.0001186057,0.0001455226,0.0001113874,0.00003335357,0.0001393818,0.9992554],"genre_scores_gemma":[0.01072832,0.00006171033,0.00003825266,0.002800555,0.00008476682,0.000009978368,0.000004731483,0.00002873877,0.9862429],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.969933,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0478838461684077,"score_gpt":0.2708097037883687,"score_spread":0.222925857619961,"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."}}