{"id":"W4323660852","doi":"10.33137/ic.v19i.40154","title":"The Role of the Media in the Evolution of Contemporary Italian","year":2023,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Italian Literature and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Evolutionary biology; Epistemology; Biology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003040312,0.0001097984,0.0001299195,0.00007485228,0.0002757036,0.00008941724,0.0005311267,0.00005499741,0.00009586195],"category_scores_gemma":[0.00006245889,0.00005238703,0.0001181542,0.0002806648,0.0003747795,0.000129345,0.00001994599,0.0001556414,0.00002733099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006591909,"about_ca_system_score_gemma":0.0002127365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02334822,"about_ca_topic_score_gemma":0.3934978,"domain_scores_codex":[0.9990191,0.0001064175,0.0002655394,0.000115517,0.0002584365,0.0002349316],"domain_scores_gemma":[0.9992843,0.00009924155,0.0001114317,0.0003822593,0.00007700031,0.00004580933],"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":[0.000006638916,0.00001086567,0.001296401,0.00001469211,0.00002521526,0.00000756807,0.08465701,0.00000158069,0.00005315761,0.6542022,0.2592075,0.0005171951],"study_design_scores_gemma":[0.0001099931,0.00002054822,0.007871114,0.00005747226,0.00001130493,0.000001920803,0.1198123,0.00001456764,0.00006949981,0.01479369,0.8571516,0.00008599782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2977732,0.01464351,1.352666e-7,0.01402494,0.001976499,0.0007949371,0.001352503,0.00004494738,0.6693893],"genre_scores_gemma":[0.9886384,0.000002860286,4.401406e-7,0.0003163768,0.0002700782,0.00001702555,0.00003029249,0.00001107067,0.01071343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6908652,"threshold_uncertainty_score":0.9831554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123889363892929,"score_gpt":0.1850402401815335,"score_spread":0.1726513037922406,"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."}}