{"id":"W4306754714","doi":"","title":"Computation of Equilibrium Compositions of GMAW Arc Plasmas and Its Applications in Spectroscopy","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; Simon Fraser University","funders":"","keywords":"Plasma; Gas metal arc welding; Arc (geometry); Computation; Spectroscopy; Materials science; Computer science; Environmental science; Metallurgy; Engineering; Physics; Welding; Mechanical engineering; Algorithm; Arc welding; Nuclear 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001997758,0.000292383,0.0002293588,0.0005770948,0.00043429,0.0004988922,0.0006051657,0.0004446992,0.001982029],"category_scores_gemma":[0.0009889303,0.0002182475,0.0002597356,0.0003942635,0.0002883267,0.000554244,0.0003996062,0.0003083475,0.0002725077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00049705,"about_ca_system_score_gemma":0.0004382657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474706,"about_ca_topic_score_gemma":0.001715826,"domain_scores_codex":[0.9999465,0.00001016571,0.000002224791,0.00001517022,0.00001673381,0.000009177069],"domain_scores_gemma":[0.9998093,0.00008665543,0.00001788526,0.00002301937,0.0000460062,0.00001710628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007994971,0.0001026022,0.01293491,0.0002707171,0.00006618144,0.0004327386,0.0003095018,0.7020606,0.160396,0.05493793,0.001335975,0.06635332],"study_design_scores_gemma":[0.00001182404,0.0000220366,0.001625106,0.000004607381,0.000005976307,0.00006993214,0.00004048783,0.9673775,0.02267816,0.006965797,0.001191364,0.000007228974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6717654,0.0004623587,0.309912,0.0002518893,0.00004494758,0.00005812884,0.0005180135,0.001295424,0.01569183],"genre_scores_gemma":[0.9631777,0.00009750545,0.03460849,0.00001339107,0.00001102701,0.00002280637,0.0001900912,0.0001576748,0.001721298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002474706,"threshold_uncertainty_score":0.00663054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144276730995893,"score_gpt":0.2332050359346489,"score_spread":0.22176226862469,"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."}}