{"id":"W7111865575","doi":"","title":"From Formal to Textual","year":2023,"lang":"en","type":"other","venue":"Universidade Nova de Lisboa's Repository (Universidade Nova de Lisboa)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Centre hospitalier universitaire Sainte-Justine","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[],"category_scores_codex":[0.004383608,0.001536191,0.001188355,0.005612343,0.001691016,0.01333799,0.00281268,0.001613865,0.2103282],"category_scores_gemma":[0.02085342,0.001675642,0.001822065,0.005890924,0.002769388,0.0191515,0.007224643,0.0031858,0.11293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004931483,"about_ca_system_score_gemma":0.005125309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02214807,"about_ca_topic_score_gemma":0.01489815,"domain_scores_codex":[0.992997,0.001867442,0.0009145534,0.0009747212,0.002751364,0.0004949688],"domain_scores_gemma":[0.9864309,0.003560169,0.0004103898,0.005498771,0.00367209,0.0004277525],"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":[0.0001279636,0.0000848715,0.0004054456,0.0009761177,0.00002960574,0.0001092543,0.001160507,0.001417943,0.002180169,0.3653003,0.4356833,0.1925246],"study_design_scores_gemma":[0.0000257195,0.00001030953,0.0001203735,0.000326205,0.00001874371,0.00007584185,0.0003522516,0.003026959,0.002222925,0.08883606,0.9049501,0.00003452412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002187484,0.001399449,0.5557919,0.01025995,0.001717552,0.0004228851,0.04818324,0.08791462,0.2921229],"genre_scores_gemma":[0.08712661,0.004561471,0.338887,0.003497811,0.00140155,0.000729139,0.1489274,0.09765706,0.3172119],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7896718,"threshold_uncertainty_score":0.7036178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097197296530553,"score_gpt":0.2529241913667601,"score_spread":0.2319522184014546,"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."}}