{"id":"W7052870295","doi":"","title":"SkyVision software validation process completed","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Process (computing); Data collection; Verification and validation; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02101354,0.000989783,0.001195689,0.00424358,0.001984615,0.006819655,0.001955967,0.001782674,0.0312213],"category_scores_gemma":[0.07683396,0.001237009,0.001742673,0.001352454,0.001814019,0.004142009,0.004057372,0.003429034,0.02749572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003623097,"about_ca_system_score_gemma":0.01501935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01563823,"about_ca_topic_score_gemma":0.008968727,"domain_scores_codex":[0.9675541,0.005441066,0.002025462,0.004048671,0.01941933,0.001511346],"domain_scores_gemma":[0.8830073,0.01738721,0.002992103,0.01765886,0.07754276,0.001411621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002567355,0.000523468,0.01381591,0.001484021,0.0004202707,0.00139453,0.00519671,0.009959091,0.0710557,0.04882385,0.3312198,0.5135394],"study_design_scores_gemma":[0.0004706759,0.000636544,0.01074277,0.0007730215,0.0002221294,0.0005721617,0.0008943785,0.03468945,0.1337769,0.01151122,0.8053976,0.0003131662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0722857,0.001045596,0.7007533,0.005440037,0.002821945,0.003118548,0.01341301,0.1263776,0.07474433],"genre_scores_gemma":[0.3602752,0.0006210489,0.3671606,0.003668702,0.0003857463,0.002015267,0.04774149,0.04139894,0.176733],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0312213,"threshold_uncertainty_score":0.1111315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967474654022748,"score_gpt":0.3024496067507575,"score_spread":0.2827748602105301,"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."}}