{"id":"W4323539017","doi":"10.33137/ic.v36i2.40625","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001420893,0.001116312,0.000734764,0.004418792,0.003382127,0.004334137,0.001286927,0.001182416,0.4862338],"category_scores_gemma":[0.01151977,0.0003040234,0.0006678804,0.003089044,0.0005801533,0.00203423,0.001877983,0.002977146,0.3620068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003540849,"about_ca_system_score_gemma":0.004321353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02725424,"about_ca_topic_score_gemma":0.03381083,"domain_scores_codex":[0.9990677,0.0001223013,0.00005067003,0.0001355072,0.0005221427,0.0001017729],"domain_scores_gemma":[0.9933969,0.0007855298,0.000188301,0.0003897121,0.004460286,0.0007793684],"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":[0.00001152297,0.000006971522,0.00003423613,0.00003905685,6.763146e-7,0.00001468212,0.00001719696,0.00001439794,0.00002738731,0.001117165,0.987878,0.01083871],"study_design_scores_gemma":[0.000002791063,0.000003937288,0.0002029624,0.00007848396,0.000001082087,0.00001700439,0.00004377736,0.00001147158,0.00003451218,0.0006833944,0.9989177,0.000003000752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006751306,0.008384691,0.002043,0.02749733,0.2474674,0.0005783566,0.01451686,0.001034534,0.6978027],"genre_scores_gemma":[0.002058615,0.002864063,0.000790533,0.005136334,0.01831878,0.0002161729,0.005550426,0.0005104001,0.9645546],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5137662,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601976435832688,"score_gpt":0.2621766931645194,"score_spread":0.2361569288061925,"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."}}