{"id":"W2531702275","doi":"10.1557/mrs.2016.214","title":"Microstructure and mechanical property considerations in additive manufacturing of aluminum alloys","year":2016,"lang":"en","type":"article","venue":"MRS Bulletin","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":154,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Microstructure; Materials science; Aluminium; Metallurgy; Property (philosophy); Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007510282,0.0001312438,0.0001862935,0.00004673147,0.00003017885,0.00001866846,0.00004797575,0.00007433359,0.002004808],"category_scores_gemma":[0.00006564169,0.00007672403,0.00001951949,0.00001602291,0.00006608712,0.00003631805,0.00004006429,0.00006738616,0.00002305067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001952818,"about_ca_system_score_gemma":0.0000086034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002400615,"about_ca_topic_score_gemma":0.00002785909,"domain_scores_codex":[0.9993877,0.00002534806,0.0001991253,0.0001574404,0.00006533031,0.0001650007],"domain_scores_gemma":[0.9996817,0.0001373189,0.00003016414,0.00009108527,0.00002042678,0.000039304],"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":[0.00009419858,0.0000583132,0.000223122,0.0006282222,0.0001229585,0.00007060017,0.0009576369,0.0002440899,0.8981457,0.001355507,0.05068957,0.04741007],"study_design_scores_gemma":[0.0003644641,0.00002459193,0.004062146,0.0001198,0.000005658554,0.00001757029,0.000030539,0.000006451857,0.9411608,0.001512837,0.05254552,0.0001496552],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956999,0.0001552882,0.0006946644,0.001185959,0.0002517714,0.0002496061,0.0003049845,0.0001181188,0.001339668],"genre_scores_gemma":[0.9986631,0.00009090352,0.0009072496,0.00005744331,0.00006357532,0.00001970088,0.00000562417,0.0000208629,0.000171586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04726041,"threshold_uncertainty_score":0.9989075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008236629678460632,"score_gpt":0.1895801482960308,"score_spread":0.1813435186175701,"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."}}