{"id":"W4377087942","doi":"10.55575/tektonika2023.1.1.23","title":"Practical Assessment of Quartz Crystallographic Preferred Orientation Strength","year":2023,"lang":"en","type":"article","venue":"Tektonika","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Orientation (vector space); Eigenvalues and eigenvectors; Geometry; Quartz; Mathematics; Materials science; Physics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00783972,0.0005454682,0.0004794295,0.002967798,0.0004908749,0.001300406,0.00073686,0.0007362461,0.003982051],"category_scores_gemma":[0.02222923,0.0003758431,0.0002806912,0.001859313,0.0005840843,0.001184391,0.001070408,0.0006042173,0.0008644966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005057841,"about_ca_system_score_gemma":0.0005347953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001551713,"about_ca_topic_score_gemma":0.00393588,"domain_scores_codex":[0.9967001,0.0007735787,0.0002732355,0.0003071818,0.001827945,0.0001178378],"domain_scores_gemma":[0.9833296,0.007109824,0.0009674046,0.001499019,0.006741237,0.00035284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009143839,0.0002004247,0.1457708,0.001277613,0.0002044048,0.0005320036,0.0007968696,0.03344138,0.4759507,0.01173574,0.006277631,0.3228981],"study_design_scores_gemma":[0.00005343143,0.0006736151,0.1723486,0.0002848938,0.0001624053,0.002282161,0.001329415,0.3346108,0.4525081,0.01672307,0.01867253,0.000350829],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3237963,0.001505133,0.6540079,0.0007651319,0.0001854678,0.0002471748,0.002094773,0.001704804,0.01569342],"genre_scores_gemma":[0.7160034,0.0008195467,0.2795314,0.0001134987,0.00004771502,0.0001415362,0.001045437,0.0002503131,0.0020472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00783972,"threshold_uncertainty_score":0.04146093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150410576421421,"score_gpt":0.3629539121755777,"score_spread":0.3214498064113634,"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."}}