{"id":"W4255306597","doi":"10.33137/ic.v35i0.37236","title":"Contributors","year":2021,"lang":"en","type":"article","venue":"Italian Canadiana","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[0.002919427,0.001026387,0.0007474426,0.004325551,0.002560043,0.005356031,0.001368954,0.001842286,0.6874845],"category_scores_gemma":[0.01925085,0.0003543016,0.0004470401,0.001825153,0.0006748732,0.001511097,0.002756044,0.001934852,0.5288886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003747506,"about_ca_system_score_gemma":0.008652048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01645003,"about_ca_topic_score_gemma":0.03179981,"domain_scores_codex":[0.9971547,0.0004192768,0.00009104756,0.0003894966,0.001541665,0.0004037798],"domain_scores_gemma":[0.9823577,0.001388321,0.000478107,0.0009156234,0.01089106,0.00396908],"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":[0.00002473349,0.000008524959,0.0001674336,0.00005502608,0.000001418123,0.00003894454,0.00003647016,0.00001229305,0.00005586709,0.001079491,0.9817023,0.01681736],"study_design_scores_gemma":[0.000003835403,0.000001888744,0.0001295211,0.00005605149,0.000001584678,0.00003480944,0.00005303611,0.00001167176,0.00003162654,0.0001817515,0.999492,0.000002187505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001381632,0.005266055,0.00252504,0.0480609,0.07412758,0.0008527083,0.01793708,0.002864494,0.8469845],"genre_scores_gemma":[0.002317214,0.0009812698,0.0009145681,0.005771041,0.003026634,0.0002418117,0.00313332,0.0006082183,0.9830059],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3125155,"threshold_uncertainty_score":0.4457654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008435548783577017,"score_gpt":0.2190866786215798,"score_spread":0.2106511298380028,"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."}}