{"id":"W7050389151","doi":"","title":"","year":2022,"lang":"fr","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Crystallography and Radiation Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chose; Point (geometry); Taste","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.001371922,0.001575619,0.002507027,0.00149402,0.002046061,0.0059344,0.01161653,0.0001905393,0.658392],"category_scores_gemma":[0.00006437464,0.001826559,0.001110813,0.001659853,0.00106431,0.007459538,0.008073966,0.001212897,0.0007782629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007950003,"about_ca_system_score_gemma":0.00219215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009401366,"about_ca_topic_score_gemma":0.001307088,"domain_scores_codex":[0.9913598,0.001345861,0.002576057,0.002240314,0.001287124,0.001190849],"domain_scores_gemma":[0.9912016,0.0008328013,0.004779538,0.002156662,0.0004430545,0.0005863134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003585841,0.001790722,0.2016808,0.0003671137,0.002962338,0.00001027861,0.001247542,0.001612395,0.0007243697,0.5111366,0.00227033,0.2758389],"study_design_scores_gemma":[0.003001781,0.0001655945,0.1134763,0.0002472787,0.0004955648,0.00000228605,0.001034019,0.00009802098,0.0001971044,0.01210006,0.8674447,0.001737336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03265562,0.0005562628,0.001659186,0.001182061,0.003273712,0.00688341,0.000183192,0.0001225805,0.953484],"genre_scores_gemma":[0.3884862,0.0001914783,0.0007137696,0.0006248407,0.001249482,0.002548809,0.006714277,0.0007571633,0.598714],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8651744,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0422160208662389,"score_gpt":0.3508457185167024,"score_spread":0.3086296976504636,"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."}}