{"id":"W4313275003","doi":"10.52010/ijom.2022.48.1.6","title":"Proceedings of the 2022 ICAP Conference","year":2022,"lang":"en","type":"article","venue":"International Journal of Orofacial Myology","topic":"Oral and Craniofacial Lesions","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Political science; Engineering ethics; Operations research; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005249117,0.00007526499,0.000214935,0.0001211507,0.0004165221,0.000004538261,0.0009128418,0.00006668361,0.006438063],"category_scores_gemma":[0.0002936285,0.00005235307,0.0001440519,0.000152288,0.0001146474,0.00009771561,0.0005027847,0.000878657,0.00001990988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440821,"about_ca_system_score_gemma":0.0004247677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006164266,"about_ca_topic_score_gemma":0.000008980002,"domain_scores_codex":[0.998352,0.0001421556,0.0006381926,0.00008980081,0.0006031563,0.0001747249],"domain_scores_gemma":[0.9979283,0.0001112561,0.0008577938,0.00005070634,0.0009988359,0.00005311092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001650504,0.0005380814,0.4688616,0.00003999198,0.0003795911,0.00005452715,0.00964712,0.00006378006,0.1467295,0.2957652,0.06757685,0.008693298],"study_design_scores_gemma":[0.003737351,0.00100693,0.3432999,0.0001468925,0.0001031708,0.0003777363,0.01682827,0.00006875194,0.001967574,0.04693797,0.585218,0.0003074643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693305,0.00003652494,0.00002580019,0.01477763,0.006262274,0.0001436624,0.0000811268,0.000006893194,0.00933553],"genre_scores_gemma":[0.9960113,0.00002556672,0.00006588915,0.001355308,0.0005116781,0.00001451007,0.000001211244,0.000007241419,0.002007301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5176412,"threshold_uncertainty_score":0.9944702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578699108458513,"score_gpt":0.3894984173900051,"score_spread":0.34371142630542,"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."}}