{"id":"W6921905560","doi":"10.1016/s1877-7848(23)00098-9","title":"10.1016/s1877-7848(23)00098-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Solid-state spectroscopy and crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001032522,0.002685959,0.002077636,0.002722383,0.002318856,0.003990422,0.003337361,0.004912985,0.9886609],"category_scores_gemma":[0.001282415,0.001045161,0.001674336,0.00267408,0.002269682,0.004593223,0.002806606,0.002645357,0.992314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001004815,"about_ca_system_score_gemma":0.001028893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002979398,"about_ca_topic_score_gemma":0.002242856,"domain_scores_codex":[0.9994117,0.0000358051,0.00004708512,0.0002186257,0.0001584858,0.0001284023],"domain_scores_gemma":[0.9981504,0.0004245718,0.0001132543,0.0002155065,0.0004196946,0.0006765404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004000484,0.0002053371,0.0006565904,0.0007197002,0.00004564469,0.0002497727,0.0001044253,0.0003857574,0.002863995,0.006163951,0.3814872,0.6067176],"study_design_scores_gemma":[0.00005190449,0.00009790144,0.0005535465,0.0002312674,0.0000111229,0.0003661079,0.00009008649,0.0001648449,0.0003866999,0.0006423485,0.9973817,0.0000223336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004045953,0.0004710167,0.0007333709,0.0003372171,0.0003958302,0.0000993738,0.0007039313,0.0008146728,0.99604],"genre_scores_gemma":[0.0005261897,0.0002336378,0.0003378321,0.0001393135,0.00008912444,0.00005436618,0.0003892885,0.0001464841,0.9980838],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01133907,"threshold_uncertainty_score":0.01617372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004144164260292629,"score_gpt":0.1858183458474547,"score_spread":0.181674181587162,"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."}}