{"id":"W4224884279","doi":"10.1097/gox.0000000000004192","title":"Pain Guided Healing: Something We Should All Know About","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Conversation; Subject (documents); Focus (optics); Task (project management); Patient safety","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004293676,0.0003343745,0.0008543888,0.0001968947,0.0004120553,0.0001302929,0.0004524046,0.00008775159,0.001751714],"category_scores_gemma":[0.001328049,0.0003273982,0.0002741242,0.0006392918,0.0001542615,0.0002111698,0.0005150135,0.000422622,0.00008299532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006476057,"about_ca_system_score_gemma":0.0005244032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004601786,"about_ca_topic_score_gemma":0.00002485754,"domain_scores_codex":[0.9963301,0.001023801,0.0006964987,0.0006743544,0.0006390585,0.0006361459],"domain_scores_gemma":[0.995858,0.003026508,0.0003057347,0.0004315328,0.0001125239,0.0002657704],"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":[0.001206625,0.0003958188,0.6992284,0.0002359179,0.001054225,0.00120504,0.0004504507,0.0006797951,0.00007155293,0.0081682,0.1399253,0.1473787],"study_design_scores_gemma":[0.001803619,0.0004318714,0.0510132,0.0006516105,0.0004709786,0.001663759,0.004469783,0.004064164,0.00004467728,0.008142341,0.9262875,0.0009565216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8892313,0.004358424,0.01102138,0.02477486,0.00508165,0.005824663,0.0002434058,0.0006042047,0.05886016],"genre_scores_gemma":[0.9717772,0.0003353735,0.008338176,0.01686525,0.0003201552,0.0004287956,0.0002208277,0.00007440853,0.001639803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7863622,"threshold_uncertainty_score":0.9999178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07240426273552901,"score_gpt":0.3246441124158848,"score_spread":0.2522398496803557,"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."}}