{"id":"W4378221251","doi":"10.2139/ssrn.4458931","title":"Consumable-Free Dissimilar Joining of Mg to Steel Using a Laser-Arc Hybrid Heat Source","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Laser and Thermal Forming Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Arc (geometry); Metallurgy; Materials science; Laser; Mechanical engineering; Engineering; Optics; Physics","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001434411,0.0004693774,0.000673193,0.0003793457,0.0001879021,0.0001197868,0.001000377,0.0002082949,0.00002453353],"category_scores_gemma":[0.00009735367,0.0004686398,0.0003256472,0.0002073713,0.00004377283,0.0001272055,0.0007312223,0.003803719,0.00001239755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321844,"about_ca_system_score_gemma":0.001127265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003446063,"about_ca_topic_score_gemma":0.0003258937,"domain_scores_codex":[0.996131,0.00006820273,0.0007035207,0.0003339536,0.0004372386,0.002326091],"domain_scores_gemma":[0.9987713,0.00006869223,0.0001396869,0.0007174095,0.0001059316,0.0001969758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003672374,0.0001725039,0.001195545,0.001718019,0.004014106,0.0001953457,0.00153579,0.9274595,0.0271297,0.006387715,0.006956555,0.02286797],"study_design_scores_gemma":[0.002586892,0.0008575894,0.0001812413,0.005365629,0.0009042158,0.002483112,0.001350196,0.1878203,0.09814411,0.6906621,0.006412555,0.003232067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252244,0.002407338,0.1683636,0.0002541749,0.0009621435,0.0005359454,0.000148103,0.001272357,0.0008318902],"genre_scores_gemma":[0.9935745,0.002470893,0.002437192,0.00004024553,0.000387845,0.00002248558,0.00002067866,0.0002676887,0.0007784812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7396392,"threshold_uncertainty_score":0.9997765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135860038756405,"score_gpt":0.2544245277210119,"score_spread":0.2330659273334479,"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."}}