{"id":"W4323787147","doi":"10.33137/ic.v24i.39859","title":"Web of Hearts / Gli amici italiani","year":2022,"lang":"it","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":"Business; World Wide Web; 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000812214,0.0002991676,0.0005215697,0.0002937934,0.001516736,0.0001220383,0.0006391027,0.0001850662,0.00919833],"category_scores_gemma":[0.0001104892,0.0003981801,0.0003540891,0.001454041,0.0005170638,0.0002935688,0.0001269253,0.0003568245,0.0001722635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445738,"about_ca_system_score_gemma":0.002627575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3753592,"about_ca_topic_score_gemma":0.26817,"domain_scores_codex":[0.9963497,0.0004907728,0.0006426353,0.0005207722,0.001039128,0.0009570218],"domain_scores_gemma":[0.9983329,0.00006677472,0.000378461,0.0004334509,0.0001703976,0.0006180414],"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":[0.00005671492,0.0003389565,0.006784891,0.0001223318,0.0003192784,0.0003744731,0.08703893,0.0002003375,0.001148098,0.2769068,0.6188627,0.00784643],"study_design_scores_gemma":[0.0003199178,0.0002426129,0.001385612,0.00004016397,0.00008647163,0.000005662242,0.04827659,0.0001137256,0.0001107276,0.001009323,0.9479468,0.0004623394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6619275,0.00631897,0.000008876217,0.02200388,0.008441469,0.001768067,0.00436487,0.000139176,0.2950273],"genre_scores_gemma":[0.9308403,0.00008723795,0.0000449919,0.0009466835,0.0006289888,0.00003698696,0.00006579416,0.00005148128,0.0672975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3290841,"threshold_uncertainty_score":0.999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756584688049077,"score_gpt":0.2663838109642695,"score_spread":0.2488179640837787,"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."}}