{"id":"W4416876997","doi":"10.37665/smxjblm92161","title":"High Volume Lead Free Production","year":2001,"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":"Custom Security Industries (Canada)","funders":"","keywords":"Lead (geology); Soldering; Production (economics); Mistake; Reliability (semiconductor); Process (computing); Product (mathematics)","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":[0.0001981238,0.0002777507,0.0002077217,0.000277878,0.0001164283,0.0001222464,0.0009441277,0.0002184535,0.0006443102],"category_scores_gemma":[0.0004384147,0.000325354,0.0001042425,0.0002646606,0.0001166848,0.0003229222,0.0002109028,0.0006070599,0.0004963279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000507907,"about_ca_system_score_gemma":0.00004813263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001314071,"about_ca_topic_score_gemma":0.00005989729,"domain_scores_codex":[0.9982641,0.00001781554,0.0003556154,0.0004427463,0.0004095206,0.0005102414],"domain_scores_gemma":[0.9990352,0.00002125907,0.00007960906,0.0006885533,0.0001283833,0.0000469925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001768518,0.0006565556,0.03510112,0.0002087233,0.002262266,0.0002417115,0.001220871,0.1107847,0.03782881,0.09589596,0.4082331,0.3073893],"study_design_scores_gemma":[0.002793007,0.0004588763,0.03659928,0.0007808965,0.0001740826,0.0008191832,0.0004930078,0.1728759,0.04653946,0.09474938,0.6412709,0.002446014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8959438,0.002303564,0.02473858,0.03173117,0.02013906,0.0002953324,0.00004859163,0.002814895,0.02198504],"genre_scores_gemma":[0.9721153,0.001511097,0.002835385,0.00003665744,0.001397877,0.00002897925,0.00003300068,0.00005210613,0.02198954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3049433,"threshold_uncertainty_score":0.9999198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170407077564374,"score_gpt":0.2214759633635008,"score_spread":0.209771892587857,"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."}}