{"id":"W4323660799","doi":"10.33137/ic.v19i.40159","title":"Contributors","year":2023,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"Italian Social Issues and Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003066366,0.00005662071,0.00008037168,0.00009584695,0.0004930792,0.00008096004,0.0001276049,0.00007974623,0.0004881875],"category_scores_gemma":[0.0001819316,0.00006547383,0.00005053332,0.000677609,0.0001121489,0.0001320695,0.00000704426,0.00004452847,0.001437731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002473433,"about_ca_system_score_gemma":0.0002938295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2559083,"about_ca_topic_score_gemma":0.6055542,"domain_scores_codex":[0.9991277,0.00005248063,0.00009057982,0.0001203168,0.0001985497,0.0004104156],"domain_scores_gemma":[0.9995142,0.00003201918,0.00002591708,0.00009142606,0.00005728164,0.0002791981],"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":[0.000001354065,0.000004112399,0.002608311,0.000002723044,0.00001416074,0.00006722313,0.02001677,0.000002985613,0.00002540452,0.3003048,0.6680905,0.008861658],"study_design_scores_gemma":[0.00006165412,0.000006585416,0.004367901,0.000004153013,0.00000454784,1.281978e-7,0.008986301,0.000008240318,0.00001704672,0.002042474,0.9844055,0.00009549649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.419731,0.0003318017,0.0000205761,0.02918136,0.002622305,0.000518114,0.0001905585,0.0007151921,0.5466891],"genre_scores_gemma":[0.92998,0.00002827051,0.000009867445,0.0004460187,0.0005003563,0.000009872625,0.00003868425,0.000009601756,0.06897733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.510249,"threshold_uncertainty_score":0.9993398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257163212842783,"score_gpt":0.3428021711714063,"score_spread":0.317085849887128,"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."}}