{"id":"W4416877437","doi":"10.37665/smdktiu51950","title":"Tin Pest Phenomena: A Real World Test Scenario","year":2006,"lang":"","type":"article","venue":"SMTA International","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Blackberry (Canada)","funders":"","keywords":"Tin; Whisker; Printed circuit board; Soldering; Surface-mount technology; Electronics; Process (computing)","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":[0.000216822,0.0003852663,0.0002872884,0.0004870073,0.0001455473,0.0002369796,0.0008126283,0.0001711736,0.0005210756],"category_scores_gemma":[0.0001195655,0.0004417198,0.000140417,0.0003996248,0.0001534165,0.0002010572,0.0002053191,0.0007350277,0.0003948568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009509068,"about_ca_system_score_gemma":0.0001111284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213592,"about_ca_topic_score_gemma":0.001760507,"domain_scores_codex":[0.9977809,0.00001564371,0.0005465903,0.0004715898,0.0004548431,0.0007304369],"domain_scores_gemma":[0.9991021,0.0001743917,0.0001216076,0.0004346168,0.0001035442,0.00006374725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007876936,0.001622599,0.3080623,0.0003011538,0.001106065,0.0003312622,0.0008390542,0.05680475,0.01791723,0.4234898,0.1339881,0.05545897],"study_design_scores_gemma":[0.003777117,0.0003863649,0.1405557,0.00107139,0.0001775258,0.0001241002,0.0002649126,0.2243287,0.0167037,0.03724528,0.5723652,0.002999976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2207983,0.002041918,0.004507933,0.006890906,0.005021225,0.0003936369,0.0001800139,0.003362239,0.7568039],"genre_scores_gemma":[0.9635347,0.0003214294,0.001615146,0.00003426676,0.001492057,0.00003356797,0.00007703221,0.0000709428,0.03282083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7427365,"threshold_uncertainty_score":0.9998035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00912117204197965,"score_gpt":0.2258877279999012,"score_spread":0.2167665559579216,"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."}}