{"id":"W2168737789","doi":"10.1557/jmr.2013.339","title":"Characterizing mechanical behavior of atomically thin films: A review","year":2014,"lang":"en","type":"review","venue":"Journal of materials research/Pratt's guide to venture capital sources","topic":"Graphene research and applications","field":"Materials Science","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Thin film; Composite material; Nanotechnology; Engineering physics","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":[],"category_scores_codex":[0.01606991,0.0007257677,0.004572273,0.0009173963,0.0002988956,0.0005669195,0.003379514,0.000571883,0.003308447],"category_scores_gemma":[0.003535482,0.0005057465,0.001190024,0.0009380063,0.0004246979,0.0003726081,0.001107462,0.001332102,0.0007731254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000242729,"about_ca_system_score_gemma":0.001152324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006941614,"about_ca_topic_score_gemma":0.000006025576,"domain_scores_codex":[0.9872504,0.003359939,0.004287315,0.0007894983,0.003039739,0.00127304],"domain_scores_gemma":[0.9920695,0.001037496,0.002819972,0.001189407,0.001814178,0.001069398],"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":[0.0002543009,0.0009870295,0.000001354833,0.08998331,0.000407466,0.000299757,0.0003388321,0.000002169051,0.7312666,0.00197154,0.1052117,0.06927601],"study_design_scores_gemma":[0.0002592567,0.0007736356,0.000005180925,0.05140648,0.0005093085,0.000416548,0.0000924561,2.815873e-7,0.03569703,0.0001727498,0.9102067,0.0004603403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02852737,0.9665144,0.00005928317,0.0008691708,0.0006248636,0.002619452,0.0006728937,0.00003607133,0.00007647419],"genre_scores_gemma":[0.0008282418,0.9950271,0.001963281,0.0001850362,0.001089118,0.000486352,0.00008302775,0.0001386292,0.0001992314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8049951,"threshold_uncertainty_score":0.9997394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304043931949671,"score_gpt":0.4122937536890743,"score_spread":0.3492533143695776,"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."}}