{"id":"W4385341429","doi":"10.61091/ars","title":"Ars Combinatoria","year":2023,"lang":"en","type":"paratext","venue":"Ars Combinatoria","topic":"Architecture and Art History Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002205386,0.0008375776,0.001119611,0.0004142945,0.001614326,0.0002458614,0.0008073376,0.0003284976,0.009486726],"category_scores_gemma":[0.00007033365,0.0007804548,0.0004486433,0.0001489733,0.000782704,0.0001614878,0.000446932,0.001071103,0.09011897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002125902,"about_ca_system_score_gemma":0.0001418792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000308201,"about_ca_topic_score_gemma":0.0003991367,"domain_scores_codex":[0.9968697,0.0001498822,0.0006654411,0.0008366759,0.0006338013,0.0008445331],"domain_scores_gemma":[0.9980039,0.0003231303,0.0003853899,0.0008276385,0.0002659921,0.0001939463],"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":[0.00001215009,0.00006983089,0.000002354871,0.0001051159,0.0002055314,0.00003230968,0.009011068,0.000001712214,0.000002358251,0.426974,0.5633443,0.000239277],"study_design_scores_gemma":[0.0005439023,0.0001686235,0.00000837776,0.0001669148,0.00009943997,0.000002597534,0.0007313669,0.000001925035,0.00001694221,0.2224714,0.7750744,0.0007140787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008046184,0.003850274,2.94172e-7,0.0006500519,0.1195327,0.0005243616,0.0003526087,0.0004792852,0.8665642],"genre_scores_gemma":[0.1137285,0.0006064352,0.000006199268,0.00052461,0.0004142787,0.000173979,0.0005238985,0.0002805697,0.8837416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2117301,"threshold_uncertainty_score":0.9996855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848788420724892,"score_gpt":0.2426118835709001,"score_spread":0.2141239993636512,"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."}}