{"id":"W6931898064","doi":"10.5683/sp3/rxhxyj","title":"HSVO Canarie Final Demo","year":2025,"lang":"en","type":"dataset","venue":"Borealis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Fredericton; University of Calgary","funders":"","keywords":"Session (web analytics); Triage; Balance (ability); Key (lock); Service (business); The Internet","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002852713,0.0003401005,0.0004407447,0.00017575,0.0001565494,0.0001480875,0.0009433063,0.0003647853,0.0008644718],"category_scores_gemma":[0.0001170469,0.0003105668,0.0001066661,0.0001676366,0.0001093179,0.00007395409,0.0001780624,0.0003864244,0.00001879657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002041155,"about_ca_system_score_gemma":0.0006601157,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1774632,"about_ca_topic_score_gemma":0.1034508,"domain_scores_codex":[0.9981589,0.00008734767,0.000325401,0.0005285395,0.0003517045,0.0005481477],"domain_scores_gemma":[0.9985705,0.0000627503,0.0001630837,0.001017392,0.00007526443,0.0001110025],"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":[0.00002115696,0.0000390449,0.000001408868,0.00007367168,0.00001061412,0.00004247378,0.000004393025,2.016181e-7,0.002549558,0.0005951279,0.9965138,0.0001484774],"study_design_scores_gemma":[0.00009360923,0.0001110321,0.00001306743,0.0000872696,0.00006893799,0.000007281356,0.000002445818,0.000001144593,0.04180346,0.0007163612,0.9568007,0.0002946644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001404054,0.0003086215,0.00009182878,0.0005207204,0.0002423568,0.0002435321,0.9935033,0.000247553,0.004828062],"genre_scores_gemma":[0.00000472405,0.0004390585,0.000884643,0.001270451,0.0002656121,0.00008843072,0.9956362,0.00001204597,0.001398826],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0740125,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472909602505232,"score_gpt":0.2954376413931402,"score_spread":0.2807085453680879,"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."}}