{"id":"W4206452829","doi":"10.1088/1757-899x/1170/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Presentation (obstetrics); Engineering; Engineering ethics; Library science; Computer science; Medicine; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001879054,0.001053705,0.0009313555,0.003299374,0.003096756,0.006404398,0.001739039,0.001740611,0.5630932],"category_scores_gemma":[0.0134305,0.0003812904,0.0007016273,0.002715685,0.0008582813,0.004593087,0.002776871,0.003047389,0.4204202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001919285,"about_ca_system_score_gemma":0.002906691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002322955,"about_ca_topic_score_gemma":0.00251564,"domain_scores_codex":[0.9983742,0.0002070609,0.0001285183,0.0002797791,0.000861266,0.0001490805],"domain_scores_gemma":[0.9929454,0.001064271,0.0002288759,0.0007000231,0.0041026,0.0009587258],"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":[0.00002824699,0.00001611475,0.00009272117,0.0001172987,0.000001967546,0.00004458243,0.0001046457,0.00003412108,0.0001182943,0.003728327,0.9587665,0.03694724],"study_design_scores_gemma":[0.000002646686,0.00001135678,0.0001519468,0.00008786489,0.000001201384,0.00006231351,0.00008042064,0.00001697627,0.00005813006,0.001117567,0.9984059,0.000003661666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001747254,0.01084334,0.005963501,0.03484078,0.1420553,0.0007053533,0.01838947,0.002871682,0.7825834],"genre_scores_gemma":[0.006383954,0.005783659,0.003024231,0.007124778,0.01880684,0.0003449341,0.01365178,0.001385185,0.9434946],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4369068,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509651811452341,"score_gpt":0.2255473852312045,"score_spread":0.210450867116681,"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."}}