{"id":"W7115035210","doi":"","title":"Understanding solidification cracking as a function of part-specific location during laser powder bed fusion of AA2219","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Fusion; Cracking; Laser; Function (biology); Inertial confinement fusion","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001524267,0.0001842903,0.0002380217,0.0003011875,0.0001862803,0.0003495937,0.0001735082,0.0003236052,0.001534869],"category_scores_gemma":[0.0002461974,0.0002062256,0.0001911404,0.0002959947,0.0002222686,0.0003168644,0.0001135809,0.000340571,0.0001919945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002919039,"about_ca_system_score_gemma":0.0001489569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003012713,"about_ca_topic_score_gemma":0.004888346,"domain_scores_codex":[0.9998837,0.000005749373,0.00000456917,0.00003487406,0.00005239252,0.00001871394],"domain_scores_gemma":[0.9997982,0.00006835745,0.00004844386,0.00001495259,0.00005852172,0.0000115446],"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":[0.0001232033,0.000009726919,0.002071932,0.00004471892,0.000005035135,0.00005400338,0.0001040463,0.0007149291,0.9933768,0.00003498425,0.00002330329,0.003437336],"study_design_scores_gemma":[0.000007680509,0.000319262,0.08179147,0.000008006575,0.00002336536,0.0001158263,0.0001974675,0.009854537,0.9067472,0.00004376504,0.0008761631,0.00001533803],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969494,0.0004144664,0.00184377,0.00001476888,0.000003465537,0.000009431524,0.000189473,0.00004671079,0.0005286564],"genre_scores_gemma":[0.9985215,0.0001369351,0.0007483748,0.000005090771,0.000001039191,0.000006682814,0.0001040706,0.00001096951,0.0004654718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003012713,"threshold_uncertainty_score":0.005990386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03474487053820971,"score_gpt":0.2278662287155061,"score_spread":0.1931213581772964,"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."}}