{"id":"W3173633242","doi":"10.1089/bio.2020.0171","title":"Longitudinal Health Studies: Secondary Uses Serving the Future","year":2021,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Pooling; Dialog box; Data sharing; Reuse; Population; Data access; Longitudinal study; Longitudinal data; Research ethics; Computer science; Data science; Psychology; Medicine; Environmental health; Database; Data mining; Alternative medicine; Engineering; World Wide Web","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5817258,0.001151447,0.002330279,0.01067753,0.007395701,0.01690232,0.004747975,0.002836874,0.009662621],"category_scores_gemma":[0.6472204,0.001721166,0.002598187,0.01429561,0.01404564,0.01563249,0.01644861,0.003667733,0.001662663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006829499,"about_ca_system_score_gemma":0.02586867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007052457,"about_ca_topic_score_gemma":0.009961913,"domain_scores_codex":[0.2647223,0.6350784,0.04502141,0.01510356,0.03592629,0.004147974],"domain_scores_gemma":[0.1315895,0.478003,0.06963625,0.2553329,0.06106446,0.004373776],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001771947,0.0007197745,0.347662,0.008261654,0.001770599,0.00131261,0.1386901,0.0009201773,0.004275432,0.2168689,0.02009406,0.2576528],"study_design_scores_gemma":[0.000421236,0.002183456,0.3317302,0.0235492,0.001481678,0.003681041,0.1062865,0.005340866,0.0127691,0.2109326,0.3010854,0.0005387441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.3106552,0.01889721,0.452173,0.05782148,0.003878725,0.02345674,0.01510294,0.0009595991,0.1170551],"genre_scores_gemma":[0.8034909,0.003216608,0.158696,0.009202873,0.001676318,0.01736562,0.003384913,0.0004011753,0.002565626],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4182742,"threshold_uncertainty_score":0.5158066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110415636867842,"score_gpt":0.4011311568394952,"score_spread":0.2907155199716532,"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."}}