{"id":"W4416102893","doi":"10.21083/csieci.v16i2.8837","title":"INEXHAUSTIBLE","year":2025,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Videography; Paraphernalia; Object (grammar); Relation (database)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001725584,0.0007747237,0.0003729858,0.001347448,0.004512487,0.009063933,0.0009871908,0.002165794,0.1748755],"category_scores_gemma":[0.01180619,0.0002745083,0.0004229606,0.0009783645,0.002631342,0.005118209,0.004842782,0.00498184,0.06935567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00189619,"about_ca_system_score_gemma":0.001801678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002226314,"about_ca_topic_score_gemma":0.005678606,"domain_scores_codex":[0.9972972,0.0004075354,0.00007172966,0.0003651003,0.001577232,0.0002811875],"domain_scores_gemma":[0.9959031,0.0007143588,0.0001826749,0.0007223436,0.001893526,0.0005840193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008721198,0.00002739853,0.0003246566,0.0001456691,0.000006786388,0.0002093873,0.002434317,0.00004295703,0.0008127426,0.0898258,0.8074072,0.09867585],"study_design_scores_gemma":[0.000001679453,0.000007572831,0.0001563754,0.00007139392,0.000001463269,0.00005120568,0.0004558121,0.00001951008,0.0001156858,0.002171351,0.996945,0.000003013712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003618389,0.006444272,0.002939973,0.04122501,0.05745202,0.0000541255,0.0003043196,0.0004157873,0.8875461],"genre_scores_gemma":[0.02455534,0.002029684,0.001057784,0.01005096,0.007951751,0.00003975517,0.0002564518,0.0003265666,0.9537318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1748755,"threshold_uncertainty_score":0.585017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06634072949798181,"score_gpt":0.4469965495420763,"score_spread":0.3806558200440945,"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."}}