{"id":"W4288535652","doi":"10.1007/s11916-022-01062-6","title":"Advances in Pain Medicine: a Review of New Technologies","year":2022,"lang":"en","type":"review","venue":"Current Pain and Headache Reports","topic":"Pain Management and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Moncton Hospital","funders":"","keywords":"Pain medicine; Medicine; Narrative review; Chronic pain; Emerging technologies; Pain management; Alternative medicine; Physical therapy; Anesthesiology; Intensive care medicine; Psychiatry; Computer science; Pathology; Artificial intelligence","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"],"consensus_categories":[],"category_scores_codex":[0.006570505,0.0004491048,0.002772259,0.0004547087,0.00004248565,0.000004528652,0.000111432,0.0001259413,0.0002433101],"category_scores_gemma":[0.002552415,0.0003045872,0.0003360288,0.0007237603,0.0001289464,0.00005360632,0.0001369105,0.0005299118,0.000001099361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000181714,"about_ca_system_score_gemma":0.0003665648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001708806,"about_ca_topic_score_gemma":0.000007523862,"domain_scores_codex":[0.9965447,0.0005969239,0.001473032,0.0006102005,0.000483957,0.0002912431],"domain_scores_gemma":[0.9976932,0.0005692071,0.0009354727,0.0006736487,0.00002465629,0.00010375],"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":[0.000002130476,0.0001257886,0.0005736516,0.2775407,0.00004879491,0.0003298524,0.00001735163,9.681012e-9,6.559989e-9,0.00004597734,0.01398452,0.7073312],"study_design_scores_gemma":[0.0001852334,0.0002343728,0.000008176436,0.2759416,0.0008002561,0.0001094101,0.0000621599,0.000001702305,2.919047e-8,0.0002357111,0.7222621,0.0001591603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.064834e-7,0.9946004,0.00009057808,0.0008000984,0.0001422826,0.00220862,0.000001322407,0.0001055862,0.002050918],"genre_scores_gemma":[0.000003806617,0.9985262,0.0001014852,0.000153913,0.00007785166,0.0003712407,0.0003222238,0.00002964053,0.0004136275],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7082776,"threshold_uncertainty_score":0.9999406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009112653144554,"score_gpt":0.4073361576162636,"score_spread":0.3064248923018082,"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."}}