{"id":"W3181493438","doi":"10.2196/25422","title":"Global Public Interests and Dynamic Trends in Osteoporosis From 2004 to 2019: Infodemiology Study","year":2021,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Osteoporosis; Public health; Medicine; Life expectancy; Demography; Gerontology; Population; Environmental health; Family medicine; Internal medicine; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005014677,0.0001531577,0.0007288192,0.0006708756,0.00002020542,0.00008244933,0.0006471599,0.0002100903,0.003640522],"category_scores_gemma":[0.01096026,0.0001184857,0.0001067269,0.001081271,0.0002435881,0.000144614,0.0009548149,0.001351378,0.0000624887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005361658,"about_ca_system_score_gemma":0.0008998925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307881,"about_ca_topic_score_gemma":0.01475305,"domain_scores_codex":[0.9946184,0.001197929,0.0009544859,0.0003947654,0.00228894,0.0005454588],"domain_scores_gemma":[0.996642,0.0006347749,0.0001316801,0.000419,0.0007320584,0.001440515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008425544,0.001283037,0.786428,0.00002303854,0.0002402513,0.007504743,0.0006479056,0.000001510573,0.00005604971,0.00003187386,0.1048965,0.09804452],"study_design_scores_gemma":[0.004101008,0.001773762,0.9793684,0.0005259199,0.00002674956,0.0006861899,0.00170351,0.0007105474,0.000009495656,0.0001874924,0.01080144,0.0001054744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970332,0.002373904,0.00009843225,0.02617989,0.0003110067,0.0001411119,0.0000712524,0.00001032067,0.0004820302],"genre_scores_gemma":[0.9976921,0.0002691884,0.0001974422,0.0007957875,0.0002033546,0.000007130348,0.00005536849,0.00001367005,0.0007659405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1929404,"threshold_uncertainty_score":0.9973708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06707077571557814,"score_gpt":0.46508232547307,"score_spread":0.3980115497574919,"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."}}