{"id":"W2069773701","doi":"10.4028/www.scientific.net/amr.409.843","title":"Solid Freeform Fabrication of Al-Li 2199 via Controlled-Short-Circuit-MIG Welding","year":2011,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Gas metal arc welding; Welding; Fabrication; Lithium (medication); X-ray photoelectron spectroscopy; Alloy; Metallurgy; Fusion welding; Microstructure; Composite material; Arc welding; Chemical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008737623,0.0002249911,0.0005393677,0.0002570327,0.0001191565,0.00004610457,0.0004513149,0.0001279143,0.0006368898],"category_scores_gemma":[0.000220982,0.0001932154,0.00006183662,0.000245883,0.0002076305,0.0003888955,0.0001401918,0.0002231698,0.0001014117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552147,"about_ca_system_score_gemma":0.00003350874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001380319,"about_ca_topic_score_gemma":0.00002317692,"domain_scores_codex":[0.9978754,0.0001074556,0.0006129125,0.0002941653,0.000456154,0.0006539085],"domain_scores_gemma":[0.9988002,0.00009132934,0.00006600143,0.0005322072,0.0004107441,0.00009956041],"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":[0.0002543443,0.0000200169,0.00005408351,0.0001586441,0.00006656306,0.000004161897,0.0007328956,0.0003137774,0.9918271,0.0002463924,0.0001454553,0.006176572],"study_design_scores_gemma":[0.0008042707,0.0001058094,0.0006888928,0.00006371631,0.00001081139,0.000008304433,0.0001322077,0.0003050682,0.994727,0.002088695,0.0008608096,0.0002044673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860996,0.0006369217,0.006134276,0.00001994572,0.0007970245,0.0009740924,0.0000378468,0.0002382918,0.005062004],"genre_scores_gemma":[0.9974449,0.0003272842,0.001644997,0.00001355352,0.0001159066,0.000201512,0.00001886916,0.00008430466,0.0001486237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01134535,"threshold_uncertainty_score":0.7879094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06331328663851958,"score_gpt":0.3287696082450891,"score_spread":0.2654563216065695,"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."}}