{"id":"W3161240942","doi":"10.48208/headachemed.2020.3","title":"The Migraine Tree: a shared tool for migraine information","year":2020,"lang":"en","type":"article","venue":"Headache Medicine/Revista Headache Medicine","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Migraine; Tree (set theory); Disease; Migraine Disorders; Computer science; Medicine; Knowledge management; Psychiatry; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002798229,0.001232684,0.002652753,0.0003861287,0.001166798,0.0000995977,0.0008032234,0.000360055,0.0006638851],"category_scores_gemma":[0.01665516,0.0007273225,0.0007130545,0.001911331,0.001684661,0.0005086277,0.0002135922,0.001330505,0.0001603043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002895043,"about_ca_system_score_gemma":0.0005151948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004455976,"about_ca_topic_score_gemma":0.0004540083,"domain_scores_codex":[0.9920269,0.0002814548,0.002974608,0.001053924,0.001971296,0.001691816],"domain_scores_gemma":[0.992529,0.002610087,0.0007993021,0.001435645,0.001304533,0.001321423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002223692,0.0001183441,0.004822745,0.002204979,0.0005251032,0.00004298579,0.010733,0.000002004178,0.001577962,0.002865432,0.9595751,0.01530869],"study_design_scores_gemma":[0.01226017,0.005547518,0.01720004,0.001273234,0.001378444,0.0002049926,0.005972313,0.002472195,0.0001050968,0.000169454,0.9527165,0.0007000823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03088957,0.03505967,0.0110098,0.8984875,0.0003003281,0.008654933,0.000205048,0.0009648683,0.01442826],"genre_scores_gemma":[0.8049161,0.005483603,0.004115203,0.1370774,0.0173714,0.002109921,0.004383083,0.0003944953,0.02414878],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7740265,"threshold_uncertainty_score":0.9995178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05109192970198219,"score_gpt":0.3146240632347753,"score_spread":0.2635321335327931,"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."}}