{"id":"W4323670754","doi":"10.33137/ic.v19i.40135","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Italian Fascism and Post-war Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004593017,0.00007168914,0.00007949586,0.0001023958,0.0005646109,0.00008601254,0.0001880609,0.00009160258,0.001390577],"category_scores_gemma":[0.0001555157,0.00008267238,0.00006866158,0.0009573636,0.0001761299,0.0001893416,0.00001237737,0.00008065906,0.003701272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002410035,"about_ca_system_score_gemma":0.0003556171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0758156,"about_ca_topic_score_gemma":0.1820674,"domain_scores_codex":[0.9989179,0.00006433529,0.00009935546,0.0001976979,0.0002488265,0.0004719115],"domain_scores_gemma":[0.9993883,0.00002732245,0.00002607329,0.0001881531,0.00005039266,0.0003196919],"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":[6.783819e-7,0.000002297875,0.0003698412,0.000002966705,0.000008327884,0.00001654814,0.008131933,0.000003275971,0.00001462633,0.03575946,0.9518259,0.003864212],"study_design_scores_gemma":[0.00005216451,0.000007352466,0.002397015,0.000002531585,0.000005293726,7.355122e-7,0.007402434,0.000009810136,0.00001795733,0.001080357,0.9889113,0.0001130691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2007576,0.0002801988,0.00001984232,0.2895968,0.009241472,0.000563101,0.0002146069,0.00112804,0.4981984],"genre_scores_gemma":[0.794356,0.00007100306,0.00007514824,0.002043161,0.005169376,0.00001669432,0.00009348767,0.00002618582,0.198149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5935984,"threshold_uncertainty_score":0.9995223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617527334117575,"score_gpt":0.2667087364440471,"score_spread":0.2505334631028714,"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."}}