{"id":"W4416879864","doi":"10.37665/wenleep41307","title":"Webtorial: Reflow - Understanding the Complete Process &amp; Defect Prevention","year":2017,"lang":"","type":"article","venue":"On-Demand Webinars","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Wood Council","funders":"","keywords":"Soldering; Reflow soldering; Surface-mount technology; Solder paste; Root cause; Process (computing); Session (web analytics)","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","sts"],"consensus_categories":[],"category_scores_codex":[0.001363583,0.0005598417,0.0005472538,0.0001571295,0.002366511,0.0007854712,0.001462993,0.0003921166,0.00002746298],"category_scores_gemma":[0.0005544821,0.0004572961,0.0003051836,0.0001863416,0.0004567958,0.000346254,0.0002296464,0.001081958,0.0001647733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008588288,"about_ca_system_score_gemma":0.0001813118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002186527,"about_ca_topic_score_gemma":0.00009357309,"domain_scores_codex":[0.9971969,0.0001345211,0.0004534894,0.000622293,0.0005705863,0.001022259],"domain_scores_gemma":[0.9972605,0.000176225,0.0003394822,0.002022556,0.0000690762,0.0001322098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001903118,0.001728387,0.009149865,0.0062544,0.008121428,0.0003639093,0.02408445,0.2529599,0.01188519,0.3952102,0.2543901,0.03394902],"study_design_scores_gemma":[0.007409889,0.002639708,0.001704747,0.006335301,0.001177896,0.0001536562,0.003407343,0.04428342,0.002067118,0.8162593,0.110882,0.003679575],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8095166,0.009618716,0.05982272,0.01371017,0.01410308,0.00258699,0.00008166803,0.003778954,0.08678109],"genre_scores_gemma":[0.9966997,0.001068109,0.0002070573,0.00003460225,0.0004997355,0.00006357348,0.00001176435,0.0001064344,0.001309057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4210491,"threshold_uncertainty_score":0.9997879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09406223789622012,"score_gpt":0.3243744344296153,"score_spread":0.2303121965333952,"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."}}