{"id":"W4251016852","doi":"10.1007/978-1-4939-7131-2_101372","title":"Transition Matrix","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Matrix (chemical analysis); Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002419431,0.0001108542,0.00009126968,0.00004694726,0.00001239924,0.00001877882,0.00005865215,0.00007152402,0.002104467],"category_scores_gemma":[5.963953e-7,0.0001084598,0.00005095154,0.000008556251,0.00001790406,0.00004046227,0.000006941043,0.0001088599,0.001595512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002752797,"about_ca_system_score_gemma":0.000004177401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.13099e-7,"about_ca_topic_score_gemma":0.000001617045,"domain_scores_codex":[0.9996207,4.661124e-7,0.00007301698,0.00007217243,0.0001028463,0.0001307864],"domain_scores_gemma":[0.9997903,0.000007205341,0.000003283689,0.0001242421,0.00001716626,0.00005780888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001631524,0.00001992108,2.536896e-7,0.001020209,0.0006393407,0.00007130084,0.0007074178,0.0444912,0.02509057,0.4022522,0.416173,0.1095183],"study_design_scores_gemma":[0.000180746,0.00006618253,0.000004348144,0.0001473684,0.00002702477,0.000005856936,0.000004622729,0.1434302,0.003198615,0.4450817,0.4072424,0.0006108385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00105651,0.0002311553,0.005635811,0.00002355457,0.0001218729,0.00006276828,0.00001791258,0.0005165129,0.9923339],"genre_scores_gemma":[0.42546,0.0007286062,0.001726866,0.00003583742,0.001468814,0.00001304371,0.00007745234,0.0003027458,0.5701866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4244035,"threshold_uncertainty_score":0.9991819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022145573021083,"score_gpt":0.2108046634218224,"score_spread":0.2005832076916116,"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."}}