{"id":"W4406652314","doi":"10.1016/b978-0-7506-3993-4.50070-4","title":"10.1016/b978-0-7506-3993-4.50070-4","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Inorganic Chemistry and Materials","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Materials 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":["insufficient_payload"],"category_scores_codex":[0.000108942,0.0006708153,0.0006861454,0.00005657029,0.0001103222,0.0000961115,0.0006266396,0.000878991,0.9998665],"category_scores_gemma":[0.00003539072,0.000735745,0.000235995,0.00002459008,0.00008331285,0.00005638354,0.0002133823,0.0004382778,0.9953958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001559638,"about_ca_system_score_gemma":0.0001229076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007917928,"about_ca_topic_score_gemma":9.63239e-8,"domain_scores_codex":[0.997889,0.000006285008,0.0005523543,0.0007111756,0.0003589325,0.0004821859],"domain_scores_gemma":[0.9983484,0.00005854262,0.0002060046,0.001026039,0.0000829819,0.0002780808],"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":[0.0005904105,0.00009734699,4.074086e-9,0.0008284289,0.0004078806,0.0003860637,0.00003648547,0.000005396703,0.06605244,0.0002048364,0.4455357,0.485855],"study_design_scores_gemma":[0.0002740487,0.00002335026,1.558976e-8,0.0002490251,0.0001432268,0.00009151422,3.40944e-7,5.445063e-7,0.06877787,0.0002681369,0.9293964,0.0007755111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001017833,0.0001394249,1.058072e-7,0.00005214809,0.000007389148,0.0001194339,0.0005845841,0.0003474628,0.9987393],"genre_scores_gemma":[0.000004547367,4.691514e-7,0.00003314328,0.00003643023,0.001636036,0.00002044091,0.0006571421,0.0002040252,0.9974078],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4850794,"threshold_uncertainty_score":0.9995093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006743861449022979,"score_gpt":0.1661099459094471,"score_spread":0.1593660844604241,"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."}}