{"id":"W2939531057","doi":"10.2196/13916","title":"Independent and Web-Based Advice for Infertile Patients Using Fertility Consult: Pilot Study","year":2019,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fertility; Infertility; Family medicine; Medicine; Fertility clinic; Pregnancy; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001496207,0.0001428267,0.0003222301,0.0003742635,0.000244786,0.00003646512,0.0001216827,0.00007092987,0.00004928971],"category_scores_gemma":[0.0009074802,0.0001083576,0.00002938327,0.0004219165,0.0002060221,0.0002561229,0.0001811938,0.0005380356,0.00004598573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482792,"about_ca_system_score_gemma":0.0003813543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152305,"about_ca_topic_score_gemma":0.00001735377,"domain_scores_codex":[0.9978231,0.0001915513,0.000338817,0.0004076515,0.0006964158,0.0005425271],"domain_scores_gemma":[0.9975386,0.0003771962,0.00008552815,0.000495457,0.00134705,0.0001561792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00492162,0.003234376,0.9820388,0.0009685955,0.00004514426,0.00000203343,0.001174045,0.000001762978,0.001206257,0.00007627556,0.0003083214,0.006022771],"study_design_scores_gemma":[0.00824012,0.01536674,0.9682467,0.00009098996,0.0000100328,0.000001378928,0.002180556,0.003155806,0.001605461,0.0002252329,0.0007686179,0.00010837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919388,0.00006703582,0.00002379901,0.0002533982,0.00008466378,0.006598968,0.00003360844,0.0001122481,0.0008874797],"genre_scores_gemma":[0.9990772,0.000004166133,0.000209336,0.00006260066,0.00001658807,0.0005065752,0.00001869738,0.00001680286,0.00008801371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01379211,"threshold_uncertainty_score":0.4418695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1212320295997089,"score_gpt":0.4513673186710819,"score_spread":0.330135289071373,"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."}}