{"id":"W4393323026","doi":"10.1051/e3sconf/202450701040","title":"Advancing Aluminum-Based Composite Manufacturing: Leveraging WC Reinforcement through Stir Casting Technique","year":2024,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Composite number; Aluminium; Reinforcement; Materials science; Casting; Metallurgy; Manufacturing engineering; Composite material; Computer science; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0002394232,0.0003380279,0.0003739857,0.0002033388,0.00009773504,0.0001545527,0.0003479989,0.00009533027,0.0002403304],"category_scores_gemma":[0.00001676614,0.0003122506,0.0001106029,0.0001712285,0.0001178572,0.0003924879,0.00009126481,0.0003271221,0.00002755876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001257702,"about_ca_system_score_gemma":0.0003341931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001293061,"about_ca_topic_score_gemma":0.00001653601,"domain_scores_codex":[0.9983153,0.00003439076,0.0005380668,0.0003118313,0.0003594153,0.0004410211],"domain_scores_gemma":[0.9993105,0.0001962376,0.00006828039,0.0002892885,0.00006506181,0.00007065899],"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":[0.00005937571,0.00004726377,0.0020371,0.003371738,0.000486588,0.0001786988,0.00307955,0.4325248,0.5216669,0.003533381,0.001683671,0.03133089],"study_design_scores_gemma":[0.0001523113,0.00007775972,0.00009691144,0.001230551,0.00003739476,0.00001772693,0.0002047007,0.2778266,0.7068209,0.0002128902,0.01297036,0.0003519317],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5489715,0.003990414,0.3581351,0.0003126695,0.001377778,0.0009568416,0.0000189304,0.00248267,0.0837541],"genre_scores_gemma":[0.9894285,0.00005810017,0.01006254,0.00004078516,0.00009937352,0.00007103818,0.00001760105,0.00005496418,0.0001670802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.440457,"threshold_uncertainty_score":0.9999329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02004404796150478,"score_gpt":0.2376224016974162,"score_spread":0.2175783537359114,"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."}}