{"id":"W4323789520","doi":"10.33137/ic.v30i.39439","title":"Tabula Gratulatoria","year":2022,"lang":"la","type":"article","venue":"Italian Canadiana","topic":"Psychology, Coaching, and Therapy","field":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007393434,0.0005152688,0.0005555279,0.000539573,0.001090447,0.0001091799,0.001165868,0.0003127343,0.04758047],"category_scores_gemma":[0.00003053666,0.0006587607,0.0003236506,0.0009286812,0.0002387652,0.00009657806,0.0001115355,0.001303781,0.001655047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008925317,"about_ca_system_score_gemma":0.0005898941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07854603,"about_ca_topic_score_gemma":0.0436497,"domain_scores_codex":[0.9954605,0.0008800234,0.0005846719,0.001112552,0.0004553825,0.001506887],"domain_scores_gemma":[0.9970613,0.0001002962,0.0002695945,0.001541508,0.00004808275,0.0009792814],"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":[0.0001611521,0.0003205299,0.005363341,0.000015961,0.000633997,0.001778853,0.006829952,0.00003340003,0.0001477992,0.1436642,0.8332253,0.007825536],"study_design_scores_gemma":[0.001634897,0.0004483185,0.01441027,0.000009959143,0.00007720942,0.0003234247,0.002231651,0.00002982575,0.000005434091,0.005156428,0.9749615,0.0007111024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.349336,0.02462828,0.00005256921,0.01401682,0.07241485,0.001191868,0.00403174,0.0002538897,0.534074],"genre_scores_gemma":[0.9227409,0.00004501041,0.00002437951,0.01053322,0.001436511,0.0001351138,0.0001826376,0.0001482848,0.06475391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.573405,"threshold_uncertainty_score":0.9995863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686121045134861,"score_gpt":0.2861982835086224,"score_spread":0.2693370730572738,"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."}}