{"id":"W1550585168","doi":"10.2196/resprot.3873","title":"Internet-Based Birth-Cohort Studies: Is This the Future for Epidemiology?","year":2015,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Research Council of New Zealand; Regione Piemonte; Massey University; Compagnia di San Paolo","keywords":"Epidemiology; The Internet; Cohort; Medicine; Cohort study; Attrition; Gerontology; Family medicine; Demography; World Wide Web; Computer science","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2585962,0.0001504582,0.0003847529,0.0001586321,0.0009112778,0.00005273566,0.001085681,0.000352987,0.0004364147],"category_scores_gemma":[0.1026703,0.00009288509,0.0001527447,0.0006533349,0.002104064,0.0001298642,0.0001848617,0.0007874899,0.00024549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516785,"about_ca_system_score_gemma":0.001291235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003026223,"about_ca_topic_score_gemma":0.0006654454,"domain_scores_codex":[0.9289478,0.06836823,0.0003948463,0.0005141617,0.0007238303,0.001051105],"domain_scores_gemma":[0.9356372,0.06219696,0.000118405,0.0005532905,0.001216915,0.0002772424],"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":[0.01038745,0.0001547028,0.06856033,0.00008299868,0.0001154313,0.00000676922,0.02066948,0.000001086068,0.00001681013,0.009423038,0.8836171,0.006964815],"study_design_scores_gemma":[0.0007962889,0.0006410367,0.005843292,0.0001174255,0.000002339259,5.679341e-7,0.007158391,0.00003091863,0.0002558772,0.01224663,0.972792,0.000115198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004618166,0.0003773433,0.001162637,0.07937352,0.0002329708,0.9079202,0.00003601558,0.0001739763,0.006105189],"genre_scores_gemma":[0.0009599382,0.00001102515,0.002331449,0.002011808,0.001177794,0.9755574,0.000003062078,0.00001971034,0.01792777],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1559259,"threshold_uncertainty_score":0.9048883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8822157692123049,"score_gpt":0.7186787075687079,"score_spread":0.163537061643597,"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."}}