{"id":"W1597777765","doi":"10.1002/9780470024546.ch4","title":"Materials: Metals, Alloys, Steels and Plastics","year":2007,"lang":"en","type":"other","venue":"","topic":"Metallurgy and Material Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Materials science; Metallurgy; Tin; Alloy; Aluminium; Copper; Magnesium; Titanium; Zinc; Zirconium; Cobalt; Nickel","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009185052,0.0003344704,0.0005053013,0.0002182543,0.00006976981,0.0002234614,0.0003823169,0.0003456264,0.1364361],"category_scores_gemma":[0.00007749719,0.0002469976,0.00003150276,0.0001087927,0.0002812411,0.00009569208,0.0002372847,0.00006600756,0.003000585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001436455,"about_ca_system_score_gemma":0.00004366687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000878669,"about_ca_topic_score_gemma":0.000277871,"domain_scores_codex":[0.9981816,0.00008511608,0.0003353053,0.0005605778,0.0003757694,0.0004616032],"domain_scores_gemma":[0.9991436,0.00006092433,0.0002272531,0.0003605261,0.00002211331,0.0001855694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002418087,0.00003385637,0.000001677177,0.0001601322,0.00002156283,0.00003468336,0.00003054325,6.910979e-7,0.7466017,0.02032254,0.2325064,0.000262062],"study_design_scores_gemma":[0.000146472,0.0000369097,0.00001928579,0.00007156461,0.00004031005,0.00001948876,0.00001468368,0.000001211565,0.201656,0.0001888469,0.7974517,0.0003534788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007162955,0.0005571374,0.003385922,0.00003721251,0.005531443,0.0004064759,0.0002266779,0.0005606344,0.9821315],"genre_scores_gemma":[0.004887132,0.0002917622,0.0088846,0.0002532184,0.0006338594,0.00001216465,0.0000261612,0.0002296727,0.9847814],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5649453,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084629922856139,"score_gpt":0.2584420940856276,"score_spread":0.2375957948570662,"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."}}