{"id":"W6931453889","doi":"10.5282/ubm/epub.14957","title":"Authors' response","year":2008,"lang":"en","type":"article","venue":"Open access LMU (Ludwid Maxmilian's Universitat Munchen)","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Universitat de Barcelona; University of Toronto; Università degli Studi di Milano","keywords":"Identification (biology); Action (physics); Set (abstract data type); Process (computing)","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","sts","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003597507,0.0004259915,0.0005510063,0.0007271296,0.003940429,0.0003218626,0.005398695,0.0004200484,0.02082372],"category_scores_gemma":[0.002277903,0.0004456873,0.00015376,0.001812921,0.000423125,0.008355768,0.005440918,0.001736978,0.009210257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001668798,"about_ca_system_score_gemma":0.004290498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006985725,"about_ca_topic_score_gemma":0.0002843138,"domain_scores_codex":[0.9930557,0.002984425,0.0006761585,0.0009930277,0.0009739712,0.001316704],"domain_scores_gemma":[0.9947624,0.001589255,0.0004720425,0.001547532,0.0008051718,0.000823589],"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":[0.00991085,0.0009206269,0.3617513,0.0002194839,0.0002449881,0.001086333,0.02754917,0.00002400816,0.001140548,0.003389891,0.5893195,0.004443281],"study_design_scores_gemma":[0.002131187,0.0001078314,0.3466167,0.00009433161,0.00005114036,0.0000280796,0.02003447,0.00004419127,0.0001571773,0.0004475169,0.62984,0.0004474526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6844285,0.000184283,0.0001211646,0.014874,0.001898847,0.00261357,0.0000849366,0.0002020558,0.2955926],"genre_scores_gemma":[0.5619325,0.0004319676,0.0009562974,0.002746427,0.0002478517,0.000143838,0.0001258708,0.0001043351,0.4333109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1377183,"threshold_uncertainty_score":0.9999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.266326119192271,"score_gpt":0.5647209294279477,"score_spread":0.2983948102356767,"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."}}