{"id":"W4401001080","doi":"10.3389/fbioe.2024.1411958","title":"Marked differences between continuous long-term and clinical snapshot examinations: is the current standard of back pain diagnostics outdated?","year":2024,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Deutsche Forschungsgemeinschaft","keywords":"Snapshot (computer storage); Medicine; Term (time); Intensive care medicine; Medical physics; Computer science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01289141,0.000387603,0.0008531644,0.001243898,0.0003066009,0.001876967,0.001474729,0.001504478,0.0009649102],"category_scores_gemma":[0.03451792,0.0003722015,0.0002778693,0.001005004,0.001157971,0.001774515,0.001390529,0.000829537,0.0007446209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004016857,"about_ca_system_score_gemma":0.0004055138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385169,"about_ca_topic_score_gemma":0.001940585,"domain_scores_codex":[0.9906242,0.003185442,0.001263786,0.001653147,0.002817392,0.0004559309],"domain_scores_gemma":[0.972352,0.01253929,0.005171546,0.003073705,0.005913774,0.0009496701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008407189,0.0001019576,0.8658876,0.0006238987,0.0002822395,0.0004756052,0.001069535,0.000157723,0.005774095,0.0005756632,0.002025475,0.1221853],"study_design_scores_gemma":[0.00001773851,0.0004995026,0.9894407,0.0003079053,0.0001013705,0.001920804,0.000870973,0.0004519182,0.001036984,0.0007147563,0.004601896,0.00003540518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9127136,0.05992138,0.01450417,0.003781779,0.001383517,0.00007390209,0.0009825937,0.000175801,0.006463127],"genre_scores_gemma":[0.9872437,0.005056846,0.004403801,0.001183744,0.0007067926,0.00004972872,0.0008909157,0.00003268216,0.000431634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01289141,"threshold_uncertainty_score":0.0681771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153838125563888,"score_gpt":0.2919679977195602,"score_spread":0.2765841851631714,"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."}}