{"id":"W4378449604","doi":"10.16995/dscn.9512","title":"Title Pending 9512","year":2023,"lang":"fr","type":"article","venue":"Digital Studies / Le champ numérique","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Construct (python library); Field (mathematics); Citation; Bridge (graph theory); Style (visual arts); Class (philosophy); History; Computer science; Data science; Library science; Archaeology; Artificial intelligence; Political 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002414561,0.0002674285,0.0003778645,0.0001102773,0.0002427772,0.0000831875,0.0001756904,0.000144946,0.0005798712],"category_scores_gemma":[0.0001528757,0.0002673031,0.0001722951,0.0004549956,0.000271937,0.0001296427,0.0003227349,0.0002104235,0.02316252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007835899,"about_ca_system_score_gemma":0.00003406027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004909411,"about_ca_topic_score_gemma":0.00004349945,"domain_scores_codex":[0.998512,0.00004733916,0.00028092,0.0004120838,0.0001559077,0.0005917057],"domain_scores_gemma":[0.9992216,0.0002285383,0.00008146289,0.0002879205,0.00009504095,0.00008544412],"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":[0.00001063401,0.0001202262,0.0005161063,0.0001038032,0.0005772259,0.0001110434,0.08449434,0.000003141546,0.000009305864,0.004319241,0.8816551,0.02807985],"study_design_scores_gemma":[0.0002725443,0.00004513047,0.0003585802,0.00008280314,3.735441e-7,0.00001357169,0.2136806,0.00001905006,0.00001648032,0.008927026,0.7763407,0.0002431595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03157581,0.04356645,0.00008167414,0.01103063,0.007493291,0.0001833109,0.0001964154,0.0002530294,0.9056194],"genre_scores_gemma":[0.7002741,0.005977718,0.000003016869,0.0002377242,0.0009207094,0.00005205582,0.00003465094,0.00005145009,0.2924486],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6686983,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09525528141846318,"score_gpt":0.3870010674654434,"score_spread":0.2917457860469803,"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."}}