{"id":"W4406637878","doi":"10.1016/b978-0-7506-4581-2.50154-7","title":"10.1016/b978-0-7506-4581-2.50154-7","year":2000,"lang":"en","type":"book-chapter","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":"Computer 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":[0.0002640324,0.0006749353,0.0007229133,0.0003704918,0.0002003962,0.0002004136,0.0007994156,0.0004509681,0.998962],"category_scores_gemma":[0.00001490711,0.0006674442,0.0003386059,0.0001067586,0.0002347203,0.0001568865,0.0001770904,0.0003820005,0.9952638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009471839,"about_ca_system_score_gemma":0.0001139246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003404415,"about_ca_topic_score_gemma":0.000001311089,"domain_scores_codex":[0.9971727,0.00004054185,0.0005464638,0.0009110647,0.0006003655,0.0007288603],"domain_scores_gemma":[0.9983404,0.00007059398,0.0002066616,0.00092037,0.00009491145,0.000367007],"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":[0.001209003,0.0002242384,4.524099e-8,0.0001855219,0.0002901469,0.0003678259,0.0001494913,0.000121191,0.03062938,0.001736491,0.550262,0.4148247],"study_design_scores_gemma":[0.0002298918,0.0003463703,6.874819e-7,0.0001329879,0.00009983457,0.00002406277,9.029091e-7,0.000004031386,0.001469842,0.001907392,0.9950604,0.0007235652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000238736,0.0003565564,0.000002449544,0.00009578874,0.00002052923,0.0005022472,0.0004241178,0.0004496782,0.9981248],"genre_scores_gemma":[0.00001093983,0.000001549891,0.0002372595,0.00010508,0.0004917872,0.00003766266,0.0001361588,0.0001576053,0.998822],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4447985,"threshold_uncertainty_score":0.9995777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007075465202279369,"score_gpt":0.1887440099920815,"score_spread":0.1816685447898021,"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."}}