{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001999451,0.0009278785,0.0007799623,0.004145624,0.002474998,0.007322258,0.00139637,0.001862057,0.6120437],"category_scores_gemma":[0.01054959,0.000286133,0.0004289565,0.003815864,0.0006340925,0.003116728,0.002704801,0.001676234,0.4537216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002596037,"about_ca_system_score_gemma":0.003721187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614252,"about_ca_topic_score_gemma":0.00575849,"domain_scores_codex":[0.9974906,0.000314414,0.0001257828,0.0004227166,0.001411737,0.0002347504],"domain_scores_gemma":[0.9883431,0.001087177,0.0002968717,0.0009555602,0.00654355,0.002773772],"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":[0.000009507998,0.000008949877,0.0001120571,0.00006641791,0.000001323388,0.00002908687,0.00005834417,0.00002434454,0.0000747981,0.00289503,0.9609528,0.03576741],"study_design_scores_gemma":[0.00000106738,0.000002214489,0.00008041916,0.00004239583,6.742927e-7,0.00003463766,0.00004841183,0.00001126771,0.00001814383,0.0003313959,0.9994279,0.000001527567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007708648,0.009132881,0.001907949,0.01977321,0.1142853,0.0001734542,0.003455976,0.0009750816,0.8495253],"genre_scores_gemma":[0.00202846,0.00298084,0.0005671222,0.002219815,0.008467465,0.00003814804,0.001180907,0.0003008022,0.9822165],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3879563,"threshold_uncertainty_score":0.5533726,"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."}}