{"id":"W4402355060","doi":"10.33137/ic.v38i2.43910","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","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":["insufficient_payload"],"category_scores_codex":[0.00130798,0.0008509528,0.0003967017,0.001630268,0.002368076,0.004871304,0.001433699,0.002059767,0.4976079],"category_scores_gemma":[0.003417222,0.0002274665,0.000616261,0.001319952,0.001041376,0.0015099,0.002280633,0.002010492,0.3532924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003361888,"about_ca_system_score_gemma":0.006258409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02068183,"about_ca_topic_score_gemma":0.03220617,"domain_scores_codex":[0.9987065,0.0001641875,0.00003303954,0.0002686691,0.000577307,0.0002502782],"domain_scores_gemma":[0.9981235,0.0001643039,0.00007476425,0.0002029166,0.0009503567,0.0004841936],"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":[0.00004549049,0.000032612,0.0004820627,0.000155648,0.000003182261,0.00008713063,0.0001973471,0.00005233048,0.0003209589,0.02853035,0.8769234,0.09316947],"study_design_scores_gemma":[0.000002179521,0.000005149477,0.0003230621,0.00006230158,0.000001026405,0.00003769614,0.00006090295,0.000008604642,0.00005253077,0.0009215267,0.9985223,0.000002667623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009506267,0.002370581,0.001626299,0.01306252,0.009661493,0.0001271293,0.00288033,0.0006594936,0.9686615],"genre_scores_gemma":[0.005406583,0.001558879,0.001212334,0.005225668,0.002035535,0.0001118824,0.002139447,0.0002655775,0.982044],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5023921,"threshold_uncertainty_score":0.7166014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007418751085440703,"score_gpt":0.2273054095033086,"score_spread":0.2198866584178679,"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."}}