{"id":"W4406638215","doi":"10.1016/b978-0-7506-4581-2.50051-7","title":"10.1016/b978-0-7506-4581-2.50051-7","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":"Geology","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":[0.0001043858,0.0006750391,0.0006929955,0.00005606433,0.0001120217,0.00009696924,0.0006294881,0.0008907116,0.9998631],"category_scores_gemma":[0.00003361939,0.0007330933,0.0002399833,0.00002404375,0.00008303788,0.00005582217,0.0002137727,0.0004372372,0.9952805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001566224,"about_ca_system_score_gemma":0.000124637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001038752,"about_ca_topic_score_gemma":1.011611e-7,"domain_scores_codex":[0.9978884,0.000006160333,0.0005546794,0.0007024016,0.0003606734,0.0004876867],"domain_scores_gemma":[0.9983617,0.00005726913,0.0002062921,0.001013566,0.00007985313,0.0002813172],"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":[0.000511357,0.00008547645,2.655533e-9,0.0008584896,0.0003584152,0.0003060307,0.00003120775,0.000003968589,0.08000307,0.0001104188,0.4602187,0.4575129],"study_design_scores_gemma":[0.0002747967,0.00002328745,1.532721e-8,0.0002623919,0.0001432315,0.00008964589,3.290973e-7,5.522471e-7,0.0752264,0.0002631675,0.9229434,0.0007727957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001243061,0.0001449137,6.656192e-8,0.00005933549,0.000007076132,0.000119647,0.0006166591,0.0003501554,0.9986897],"genre_scores_gemma":[0.000005732682,0.000001120049,0.00002801654,0.00003795707,0.001618372,0.00002078078,0.0006775606,0.0002052184,0.9974052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4627247,"threshold_uncertainty_score":0.999512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006689577914634497,"score_gpt":0.1656702284917911,"score_spread":0.1589806505771566,"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."}}