{"id":"W7131426047","doi":"10.33137/ic.v39i1.46564","title":"Front Matter","year":2025,"lang":"","type":"article","venue":"Italian Canadiana","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003444741,0.0007243,0.0006847844,0.001407448,0.0004303652,0.0005297937,0.001054674,0.0004281429,0.1294636],"category_scores_gemma":[0.0001091461,0.0009348393,0.0003530555,0.001286908,0.000453751,0.0003833901,0.0001399092,0.0005492499,0.4998549],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004958513,"about_ca_system_score_gemma":0.00390093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2934959,"about_ca_topic_score_gemma":0.63296,"domain_scores_codex":[0.9952818,0.0002039739,0.0008347536,0.001169094,0.0004497514,0.002060649],"domain_scores_gemma":[0.9961545,0.00006776446,0.0001795077,0.001846581,0.0001978939,0.001553706],"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":[0.00002840017,0.00005833072,0.02238169,0.0001367733,0.0004850773,0.0004328699,0.0004133838,0.00002392958,0.0001559965,0.003295842,0.9694686,0.003119139],"study_design_scores_gemma":[0.000708479,0.00002894521,0.07716183,0.0004179885,0.0003225503,0.00001415939,0.0004084621,0.0003030864,0.0003100433,0.001046513,0.918457,0.0008209801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01977861,0.009653753,0.00005480315,0.02235273,0.005445938,0.001028085,0.004147251,0.0001194266,0.9374194],"genre_scores_gemma":[0.5863828,0.000008603038,0.0001088525,0.01188058,0.0002270447,0.00003706686,0.00005647153,0.0001642325,0.4011343],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5666042,"threshold_uncertainty_score":0.9993102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006401105626659905,"score_gpt":0.2299889762155947,"score_spread":0.2235878705889348,"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."}}