{"id":"W3154528253","doi":"10.1177/02698811211008567","title":"Can pragmatic research, real-world data and digital technologies aid the development of psychedelic medicine?","year":2021,"lang":"en","type":"article","venue":"Journal of Psychopharmacology","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Academy of Medical Sciences; National Institute for Health and Care Research","keywords":"Clinical trial; Psychology; Data science; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00277221,0.0002004972,0.0006004477,0.0005102083,0.000233603,0.00003140205,0.001145741,0.00009764663,0.000222599],"category_scores_gemma":[0.000470471,0.0001275956,0.00005109654,0.0009978587,0.001238398,0.0001157648,0.0005336123,0.000801802,0.00001318911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005371377,"about_ca_system_score_gemma":0.000292198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003059086,"about_ca_topic_score_gemma":0.0006649029,"domain_scores_codex":[0.9970751,0.0003700482,0.001207893,0.0003816096,0.0005110226,0.000454257],"domain_scores_gemma":[0.9965485,0.001165646,0.0007427906,0.0007563052,0.0006841022,0.0001026333],"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":[0.001168048,0.001190983,0.02361434,0.0001799538,0.003022717,0.0003449834,0.02520777,0.00000305152,0.01278104,0.008190203,0.7226015,0.2016954],"study_design_scores_gemma":[0.01199658,0.001450627,0.06938606,0.0004926042,0.0004475958,0.001250608,0.1257775,0.00005567285,0.001240933,0.0426746,0.7445784,0.0006488176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8585228,0.01331584,0.0001890836,0.08924657,0.003479656,0.0003392366,0.00005463292,0.00004109018,0.03481105],"genre_scores_gemma":[0.9948038,0.002303482,0.001449808,0.000306056,0.0003649027,0.00001867335,0.000008435999,0.00002409814,0.0007207631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2010466,"threshold_uncertainty_score":0.5203199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1613854314171158,"score_gpt":0.491633606916464,"score_spread":0.3302481754993482,"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."}}