{"id":"W4378714093","doi":"10.1051/shsconf/202316900001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"SHS Web of Conferences","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Philosophy","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":[0.0002858308,0.00009256403,0.0001728175,0.00016074,0.00003087509,0.00002321079,0.0002870221,0.00004391331,0.001237661],"category_scores_gemma":[0.000115557,0.00007831494,0.00004578542,0.0005340704,0.0001601279,0.00009411773,0.0000665762,0.00006382356,0.008773739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006902195,"about_ca_system_score_gemma":0.003878176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002591988,"about_ca_topic_score_gemma":0.0001438836,"domain_scores_codex":[0.9990879,0.00004649426,0.0001798819,0.000166336,0.0003030286,0.0002163276],"domain_scores_gemma":[0.9994314,0.0001016613,0.00009204372,0.0002143581,0.0001084503,0.00005210176],"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":[0.00008545911,0.00007183103,0.1164939,0.00008253345,0.0001052731,0.00001023093,0.0002941074,0.00008466035,0.09079635,0.7186992,0.06535484,0.007921651],"study_design_scores_gemma":[0.0005579392,0.0001518294,0.1727557,0.0000962902,0.00003024951,0.000001652095,0.00116366,0.002973198,0.05122547,0.00962009,0.7611331,0.0002907711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4510413,0.0000561148,0.000004074462,0.0001604959,0.0001417716,0.00009588491,0.0000551152,0.0003316909,0.5481136],"genre_scores_gemma":[0.9978052,0.00003131375,0.00005394462,0.00001053245,0.00003301328,0.00001100291,0.0000165628,0.00001676542,0.0020216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7090791,"threshold_uncertainty_score":0.9996753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05553745515874815,"score_gpt":0.3068004233536891,"score_spread":0.251262968194941,"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."}}