{"id":"W6990613882","doi":"","title":"DMS Fabshop Welding Streamlining","year":2021,"lang":"en","type":"report","venue":"Mspace (University of Manitoba)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Welding; Schedule; Robot welding; Piping; Process (computing); Workflow; Electrogas welding; Retrofitting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001951374,0.001021706,0.0004443056,0.002573448,0.001512094,0.002936167,0.001675447,0.0007334086,0.05643053],"category_scores_gemma":[0.003126629,0.0007202763,0.0006850953,0.001516977,0.0003997217,0.001092041,0.002522783,0.001499754,0.02130572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004810397,"about_ca_system_score_gemma":0.009662954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03930927,"about_ca_topic_score_gemma":0.06150182,"domain_scores_codex":[0.9971336,0.000181846,0.0001126941,0.000405797,0.001831175,0.0003349403],"domain_scores_gemma":[0.9961714,0.0001776741,0.0001198273,0.0004470166,0.002649034,0.0004350524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004526626,0.0001984476,0.003628348,0.0004131739,0.00002237835,0.0003570118,0.001104778,0.01796618,0.03144668,0.01406242,0.246677,0.6836708],"study_design_scores_gemma":[0.00008994155,0.0002161426,0.004137065,0.0001239188,0.00002358928,0.0002217415,0.0004642357,0.02774823,0.02422503,0.001848476,0.9408408,0.00006090766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.07524528,0.0007535521,0.4979016,0.003908972,0.002388252,0.003487105,0.006817518,0.04554866,0.363949],"genre_scores_gemma":[0.2012458,0.0007980873,0.4359748,0.001126514,0.0002566725,0.001088684,0.0135033,0.007195987,0.3388103],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05643053,"threshold_uncertainty_score":0.1887789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05138146477089622,"score_gpt":0.2519154436062302,"score_spread":0.200533978835334,"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."}}