{"id":"W6891678942","doi":"10.48336/rvm8-2b91","title":"Genetic screening algorithm for inflammatory back pain","year":2022,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Ankylosing spondylitis; Decision tree learning; Decision tree; Axial spondyloarthritis; SNP; Single-nucleotide polymorphism; Statistical classification; Genetic algorithm","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":[0.001985742,0.0007398147,0.0008428519,0.001643652,0.0005033836,0.0009986021,0.00102189,0.000937458,0.003213882],"category_scores_gemma":[0.009927501,0.0002571641,0.0005542881,0.0005939988,0.0003680436,0.0004589151,0.0005512299,0.0006024494,0.0009274048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080795,"about_ca_system_score_gemma":0.001839236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004986678,"about_ca_topic_score_gemma":0.003909923,"domain_scores_codex":[0.9990116,0.0003379692,0.00008334692,0.0002388119,0.0002312066,0.00009708214],"domain_scores_gemma":[0.9973105,0.00150742,0.0002222606,0.00007934132,0.000804987,0.00007556447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009104189,0.0004989238,0.09253633,0.000161645,0.0003787114,0.0004273268,0.0001503635,0.3698865,0.004143621,0.005817142,0.009445015,0.5156439],"study_design_scores_gemma":[0.0001721266,0.0001249461,0.004383502,0.00002939812,0.00006935376,0.0001987586,0.0000251056,0.9879417,0.001407974,0.004369428,0.001264413,0.00001337526],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1920125,0.000533235,0.7950193,0.001769847,0.0001598235,0.0008625741,0.0008793781,0.003491567,0.005271779],"genre_scores_gemma":[0.5421108,0.0001652456,0.4517876,0.0007154923,0.00009982244,0.0008141068,0.001284402,0.0001247577,0.002897816],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004986678,"threshold_uncertainty_score":0.01075149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.030320340695665,"score_gpt":0.259736572643041,"score_spread":0.229416231947376,"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."}}