{"id":"W4388199116","doi":"10.52537/humanimalia.15839","title":"Disorderly Theory","year":2023,"lang":"en","type":"article","venue":"Humanimalia","topic":"History of Science and Medicine","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000295672,0.00006702999,0.00008077029,0.0001067043,0.0004163088,0.00004434124,0.0001453953,0.00001285851,0.01170726],"category_scores_gemma":[0.00002406765,0.00005278996,0.00003741184,0.00004694333,0.0002841116,0.0001421043,0.00001937059,0.00005817867,0.007077483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001226011,"about_ca_system_score_gemma":0.00001449313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004030614,"about_ca_topic_score_gemma":0.0003431065,"domain_scores_codex":[0.9993969,0.00001651499,0.00009504303,0.0001348767,0.0001585289,0.000198166],"domain_scores_gemma":[0.9997537,0.00002566566,0.00002318126,0.0001212407,0.00002823301,0.00004803317],"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":[0.00000512558,0.00001059479,0.00002959368,0.000007284685,0.000003667734,0.000009742523,0.0406609,1.502807e-7,0.0003262971,0.7720452,0.1849354,0.00196604],"study_design_scores_gemma":[0.0001085556,0.00008185666,0.0009965493,0.00001026113,0.000006623337,6.024019e-7,0.007720789,0.000009143747,0.00001060202,0.01326779,0.9777064,0.00008084488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2573029,0.000192729,0.000008049304,0.0009015548,0.001365088,0.00009495737,0.000005224661,0.0004618367,0.7396677],"genre_scores_gemma":[0.7612054,0.00001041689,0.000005018841,0.000507476,0.0005860517,0.000009839129,0.000006190868,0.000009333838,0.2376602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.792771,"threshold_uncertainty_score":0.9936956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06815917711036677,"score_gpt":0.2630494709875286,"score_spread":0.1948902938771618,"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."}}