{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0009199643,0.00317338,0.002839518,0.008163557,0.001129987,0.0009497658,0.005563275,0.00448172,0.01211497],"category_scores_gemma":[0.0003885523,0.004192019,0.001635988,0.00651797,0.00100695,0.00220492,0.002649671,0.00383064,0.02387648],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008061953,"about_ca_system_score_gemma":0.002346939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04685976,"about_ca_topic_score_gemma":0.008778773,"domain_scores_codex":[0.9855089,0.0008746101,0.001402314,0.004181111,0.002923529,0.005109494],"domain_scores_gemma":[0.9892697,0.0008115546,0.001898625,0.004305229,0.0006416176,0.00307329],"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":[0.001054245,0.000464506,0.001442488,0.0001873052,0.002183008,0.01154008,0.004461127,0.0004701712,0.0250375,0.002692585,0.9489895,0.001477513],"study_design_scores_gemma":[0.005745974,0.0006077883,0.004445139,0.00194604,0.002011845,0.0006196236,0.01805088,0.0005317034,0.004234603,0.0001254216,0.9564162,0.005264816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01826201,0.0004408551,0.002636555,0.001536625,0.005532045,0.002909631,0.004837517,0.01272384,0.9511209],"genre_scores_gemma":[0.04211051,0.00008908321,0.01061519,0.001126405,0.007786088,0.00003547653,0.001195403,0.01025526,0.9267866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03808099,"threshold_uncertainty_score":0.9998171,"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."}}