{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004873654,0.0004614306,0.000682856,0.0006772966,0.001301486,0.0001479767,0.000234115,0.00009220978,0.0008929277],"category_scores_gemma":[0.00002401832,0.000549042,0.0003745564,0.001562504,0.0001110023,0.0003206361,0.0002392555,0.000795854,0.00003661285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090737,"about_ca_system_score_gemma":0.00002206706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005927011,"about_ca_topic_score_gemma":0.00002780693,"domain_scores_codex":[0.9976075,0.0002564645,0.00049191,0.0006517536,0.0004018365,0.0005905129],"domain_scores_gemma":[0.9989468,0.0001527112,0.0001330587,0.0005389784,0.00002974343,0.0001987165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003720472,0.0004414857,0.02459721,0.0002793194,0.002701667,0.0002540338,0.003726116,0.9457721,0.004558119,0.0017705,0.003001862,0.01252553],"study_design_scores_gemma":[0.004484808,0.002401975,0.09183647,0.0002368629,0.006654063,0.0001770544,0.005642591,0.7657939,0.001236136,0.004604401,0.1137663,0.00316544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735087,0.005946384,0.007918289,0.000740396,0.001485344,0.0003922495,0.0001170364,0.0004509118,0.009440734],"genre_scores_gemma":[0.9974936,0.0009190002,0.0003839839,0.0003978955,0.0001529965,0.00008068122,0.00005249936,0.00007858979,0.0004407936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1799782,"threshold_uncertainty_score":0.9999987,"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."}}