{"id":"W2082708659","doi":"10.1007/s11837-006-0173-y","title":"The basics of modern semi-solid metal processing","year":2006,"lang":"en","type":"article","venue":"JOM","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Husky Injection Molding Systems (Canada)","funders":"","keywords":"Commercialization; Process engineering; Solid-state; Process (computing); Materials processing; Engineering; Casting; Manufacturing engineering; Continuous casting; Mechanical engineering; Computer science; Biochemical engineering; Metallurgy; Materials science; Business; Engineering 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":[],"consensus_categories":[],"category_scores_codex":[0.00005530064,0.00008557664,0.0000995081,0.0000154313,0.00006204156,0.00003115106,0.0001193881,0.00004034668,0.000005237144],"category_scores_gemma":[0.000007715132,0.00005627461,0.00003448593,0.0000613342,0.00005515948,0.0000794769,0.00002248196,0.0000873706,0.000005708566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000244635,"about_ca_system_score_gemma":0.00001428638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001187506,"about_ca_topic_score_gemma":0.00003446334,"domain_scores_codex":[0.999521,0.000006198529,0.0001559956,0.0000667579,0.0001026987,0.0001473341],"domain_scores_gemma":[0.9997796,0.00001482812,0.00002676112,0.0001318196,0.0000343188,0.00001260272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001291586,0.00001359517,0.0007619064,0.000192725,0.00006334324,0.000003393152,0.0009750458,0.06816691,0.8787915,0.0007485024,0.001778738,0.04849147],"study_design_scores_gemma":[0.0002741247,0.00002118241,0.003823247,0.00005340391,0.00005458259,0.00002531508,0.0001155041,0.2046415,0.7455252,0.0103429,0.03479085,0.0003321418],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609678,0.01232687,0.01237245,0.00007854184,0.0003327364,0.000150413,0.000009887174,0.0002833345,0.01347798],"genre_scores_gemma":[0.9986534,0.00001538619,0.0006951791,0.000008367654,0.0001057808,0.000004262122,0.000001959146,0.00002634773,0.0004893081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1364746,"threshold_uncertainty_score":0.2294812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005367318209549134,"score_gpt":0.1893799944266925,"score_spread":0.1840126762171433,"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."}}