{"id":"W4416879814","doi":"10.37665/weolwnm77920","title":"X-Ray Inspection Criteria and Common Defect Analysis","year":2022,"lang":"","type":"article","venue":"On-Demand Webinars","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Test (biology); Electronics; Software inspection; Visual inspection; Electronic equipment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00130511,0.0007334802,0.0005521607,0.01262803,0.0004960378,0.002264753,0.0008383692,0.0008995042,0.009302737],"category_scores_gemma":[0.007772441,0.0002447428,0.0004027452,0.002443237,0.001275163,0.001301707,0.001180083,0.0003591224,0.001882888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141013,"about_ca_system_score_gemma":0.0006282188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007885368,"about_ca_topic_score_gemma":0.006576995,"domain_scores_codex":[0.9975839,0.0002818319,0.000287679,0.0002995325,0.001344692,0.0002024625],"domain_scores_gemma":[0.9903215,0.002650894,0.001143429,0.0003361556,0.005004679,0.0005432501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001946509,0.000308468,0.4457669,0.0008043573,0.0001654057,0.003765399,0.0011123,0.03473205,0.07468528,0.02593829,0.01659526,0.3941796],"study_design_scores_gemma":[0.000110845,0.001385843,0.531092,0.0006762607,0.0001966208,0.01337846,0.002950202,0.3445094,0.06234273,0.01397785,0.02911958,0.0002602142],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7627074,0.002591175,0.1536893,0.0004084358,0.0001436294,0.0004520393,0.001631792,0.001588476,0.07678775],"genre_scores_gemma":[0.9681791,0.0002273118,0.02381162,0.00002572759,0.00001957853,0.00004828042,0.0006999737,0.00009288164,0.006895506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01262803,"threshold_uncertainty_score":0.03112078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007567971386203748,"score_gpt":0.2469759873525181,"score_spread":0.2394080159663143,"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."}}