{"id":"W4404221511","doi":"10.1002/ejp.4748","title":"Moving towards the use of artificial intelligence in pain management","year":2024,"lang":"en","type":"review","venue":"European Journal of Pain","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University; McGill University Health Centre","funders":"","keywords":"Pain management; Artificial intelligence; Psychology; Computer science; Medicine; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.01771593,0.0002311447,0.000838535,0.0005604198,0.00003823915,0.00006037881,0.0003195754,0.00005951044,0.00006415912],"category_scores_gemma":[0.00193652,0.0001361674,0.0004649254,0.0006634286,0.00008661032,0.00006864277,0.00007428439,0.0009370924,0.00008444904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189849,"about_ca_system_score_gemma":0.0003540384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003635919,"about_ca_topic_score_gemma":0.00001247309,"domain_scores_codex":[0.9928694,0.004024589,0.002296263,0.0001954432,0.0003822038,0.0002320866],"domain_scores_gemma":[0.9978067,0.0008264051,0.0007698564,0.0003237997,0.0001651421,0.0001080587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001858378,0.00007316775,0.000005005831,0.008840803,0.0001037342,0.0006128338,0.0009418979,0.00002212214,4.25109e-7,0.0002020655,0.002673766,0.9865056],"study_design_scores_gemma":[0.000006372627,0.000371814,0.000009545838,0.04661839,0.0006363169,0.0001041228,0.001568649,0.0004720181,0.000004641096,0.0002661233,0.949816,0.0001259832],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004733307,0.9767902,0.02042883,0.0008234953,0.00096057,0.0005470302,0.000003227451,0.00001027322,0.0003890092],"genre_scores_gemma":[0.000753586,0.9955208,0.002130471,0.0003183502,0.000932541,0.000004442,0.000005762227,0.00005687217,0.000277193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9863796,"threshold_uncertainty_score":0.6140023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4673241770495056,"score_gpt":0.4527183146165042,"score_spread":0.01460586243300138,"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."}}