{"id":"W4410211710","doi":"10.3390/cryst15050443","title":"Finding Crystal Orientations in Uniplanar Textures","year":2025,"lang":"en","type":"article","venue":"Crystals","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Deutsches Elektronen-Synchrotron; Austrian Science Fund; HORIZON EUROPE Framework Programme; Elettra-Sincrotrone Trieste","keywords":"Materials science; Crystal (programming language); Crystallography; Geology; Computer science; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001464941,0.0001924542,0.0002164305,0.0008009791,0.0004171187,0.0009271119,0.0003334936,0.0002193479,0.002365498],"category_scores_gemma":[0.0005285967,0.0002500887,0.0001326194,0.0009278684,0.0004406014,0.000493693,0.0003014645,0.0003435048,0.0004755358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916908,"about_ca_system_score_gemma":0.0003528814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001530644,"about_ca_topic_score_gemma":0.003934779,"domain_scores_codex":[0.9997752,0.00002066472,0.00001145275,0.0000664167,0.00008714091,0.00003916512],"domain_scores_gemma":[0.9997397,0.00007406357,0.0000745246,0.00003077915,0.0000619514,0.00001901558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000378569,0.0001072353,0.03269998,0.0005302873,0.00003500682,0.0006334085,0.0006776965,0.005844581,0.7821788,0.03632504,0.002235713,0.1383538],"study_design_scores_gemma":[0.00009702516,0.0002492451,0.05983311,0.0001556038,0.0001042411,0.002961752,0.002382718,0.109143,0.7687316,0.02481644,0.0313979,0.0001273252],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130316,0.001131327,0.06267655,0.0001134748,0.00004312658,0.00004962551,0.0007514476,0.0002224258,0.0219804],"genre_scores_gemma":[0.9503303,0.0007116408,0.04661465,0.00002488289,0.00001114077,0.00002321318,0.0005554283,0.00007519479,0.001653707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002365498,"threshold_uncertainty_score":0.007913411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03105231257242308,"score_gpt":0.2727346296251725,"score_spread":0.2416823170527495,"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."}}