{"id":"W1994565197","doi":"10.4028/www.scientific.net/ast.59.11","title":"Texture and Microstructure Studies on Films of Ni-Mn-Ga Produced by R. F. Sputtering and Pulsed Laser Deposition","year":2008,"lang":"en","type":"article","venue":"Advances in science and technology","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Texture (cosmology); Sputtering; Pulsed laser deposition; Microstructure; Substrate (aquarium); Epitaxy; Deposition (geology); Thin film; Morphology (biology); Grain size; Metallurgy; Analytical Chemistry (journal); Composite material; Nanotechnology; Layer (electronics); Artificial intelligence; Image (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001000116,0.00008745274,0.0001453033,0.0001585109,0.00008642901,0.000005988295,0.00008176616,0.00006526193,6.890064e-7],"category_scores_gemma":[0.00008160658,0.00007070368,0.000003820232,0.000427761,0.0005247759,0.0002181879,0.00006198625,0.0001213253,2.093487e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000916519,"about_ca_system_score_gemma":0.000004891942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.515534e-7,"about_ca_topic_score_gemma":0.000006325587,"domain_scores_codex":[0.9994417,0.000003496369,0.0001139811,0.0002133597,0.00008774797,0.000139713],"domain_scores_gemma":[0.9998085,0.00001012557,0.0000267416,0.0001009876,0.00003454434,0.00001909755],"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":[0.000005667034,0.000007208912,0.001241159,0.00009029296,0.00000466307,0.00000879137,0.0002503041,0.00006071517,0.9754059,0.0006895681,0.00005540586,0.02218028],"study_design_scores_gemma":[0.0001972948,0.0001121602,0.0002875743,0.00005964552,0.000003287393,0.00008898787,0.0002692587,0.001551691,0.9935142,0.003369478,0.000436188,0.00011026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894596,0.0099966,0.00004500535,0.0001014804,0.0002178719,0.00008232673,0.000005773897,0.00004786742,0.00004346628],"genre_scores_gemma":[0.9941342,0.004854433,0.0009507359,0.00002802608,0.00000501724,0.000007121964,6.814741e-7,0.000004461414,0.0000152827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02207001,"threshold_uncertainty_score":0.2883212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00699689185789518,"score_gpt":0.231510091792504,"score_spread":0.2245131999346089,"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."}}