{"id":"W6884310671","doi":"10.1016/s1877-7864(17)86272-8","title":"10.1016/s1877-7864(17)86272-8","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002221299,0.0001991556,0.0002239531,0.0001000936,0.000159808,0.0001216916,0.0003915511,0.00007478793,0.9990265],"category_scores_gemma":[0.0000166466,0.0001861486,0.00009674348,0.0003493687,0.00009459464,0.0001860436,0.00005144495,0.00009498213,0.9919713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003021945,"about_ca_system_score_gemma":0.00003271748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003924371,"about_ca_topic_score_gemma":7.289247e-7,"domain_scores_codex":[0.998525,0.00005962927,0.0002341735,0.0003930955,0.0002698991,0.0005182248],"domain_scores_gemma":[0.9992407,0.00004170891,0.00004058614,0.0004262591,0.00003835811,0.0002124033],"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":[0.0003646745,0.0001887534,4.566823e-7,0.00001655542,0.00002207064,0.00003367132,0.0001207916,0.0002508662,0.1635626,0.00001117175,0.7656922,0.06973622],"study_design_scores_gemma":[0.0002210101,0.000232093,0.00002854578,0.00001398884,0.0000158607,0.00001039064,0.000003658837,0.00003278489,0.01526891,0.00008025344,0.9838634,0.0002291282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02109871,0.00006715069,0.000004276503,0.0001912869,0.00000552236,0.0002040062,0.00004734059,0.0003067172,0.978075],"genre_scores_gemma":[0.001576966,6.375487e-7,0.000452195,0.0001231304,0.0001535836,0.00003144196,0.00001449859,0.00002854636,0.997619],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2181712,"threshold_uncertainty_score":0.7590919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004200112867254955,"score_gpt":0.1861816369046457,"score_spread":0.1819815240373907,"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."}}