{"id":"W6995899072","doi":"","title":"Proceedings of international symposium on recent developments in advanced high strength steels processing","year":2008,"lang":"en","type":"other","venue":"NPARC","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Materials processing; Welding","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001384912,0.000417993,0.0006281165,0.000931053,0.000885834,0.002050596,0.0009789384,0.001001175,0.1285711],"category_scores_gemma":[0.001143871,0.000230215,0.0003310665,0.0009165149,0.0002717703,0.00133695,0.0007134689,0.0007551253,0.04792102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005538498,"about_ca_system_score_gemma":0.001554787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009332156,"about_ca_topic_score_gemma":0.003088718,"domain_scores_codex":[0.9992086,0.0000854859,0.00003121252,0.0001060884,0.0004781745,0.00009043286],"domain_scores_gemma":[0.9980222,0.0001168124,0.00005202572,0.0001458779,0.00144866,0.0002145522],"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":[0.0004630848,0.0004306245,0.00101105,0.0009269265,0.00002777372,0.000252436,0.0001349436,0.0009160419,0.0276899,0.009104244,0.3915326,0.5675104],"study_design_scores_gemma":[0.00002868216,0.0002619916,0.002835763,0.00007467157,0.00002258934,0.0002868389,0.00008243105,0.001279702,0.01351044,0.001635207,0.9799663,0.00001523344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0346441,0.03189963,0.02617219,0.01005953,0.03304713,0.0005606913,0.001188831,0.001638703,0.8607892],"genre_scores_gemma":[0.04739599,0.01482639,0.01110055,0.0004697854,0.003519476,0.00008690379,0.001546166,0.0004218935,0.9206329],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1285711,"threshold_uncertainty_score":0.4301131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007582306550338566,"score_gpt":0.2022338586371668,"score_spread":0.1946515520868282,"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."}}