{"id":"W7111673824","doi":"","title":"Soldering tip and method","year":2023,"lang":"en","type":"other","venue":"Pure (Coventry University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Soldering; Coating; Nozzle; Printed circuit board; Electroplating; Carbon steel","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001322624,0.000335805,0.0003868895,0.001545451,0.00008557774,0.00003839566,0.0003335419,0.000406869,0.001150421],"category_scores_gemma":[0.00003754552,0.0004149806,0.0001197654,0.001019922,0.00007488862,0.00008251806,0.0003532204,0.0003251193,0.002945716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961918,"about_ca_system_score_gemma":0.00006008593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002394095,"about_ca_topic_score_gemma":0.0008473037,"domain_scores_codex":[0.9986073,0.0001126583,0.00008807074,0.0005739729,0.000220423,0.0003975847],"domain_scores_gemma":[0.9991581,0.00007341867,0.0001795508,0.0003917103,0.00002020699,0.0001769405],"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":[0.00005444628,0.00005146821,0.001001619,0.0003272413,0.0007746106,0.001883805,0.0001466483,0.00004276783,0.0003917923,0.03322275,0.9579332,0.004169605],"study_design_scores_gemma":[0.0005388917,0.00001190758,0.0001976069,0.0002523786,0.0002213542,0.0000132422,0.0001438924,0.00007369475,0.00002231544,0.00007748214,0.9980356,0.0004116346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003375776,0.0003922319,0.003083769,0.00006560535,0.0003939444,0.0003119381,0.000348479,0.002614054,0.9927562],"genre_scores_gemma":[0.00006773655,0.0003018535,0.002183554,0.00001848149,0.0002325312,4.361853e-7,0.00002673796,0.001920285,0.9952484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04010235,"threshold_uncertainty_score":0.9998302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177530369955629,"score_gpt":0.2338564947067452,"score_spread":0.2161034577111823,"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."}}