{"id":"W2048248171","doi":"10.1021/ma901845z","title":"Liquid- to Solid-Like Failure Mechanism of Thin Polymer Films at Micro- and Nanoscales","year":2009,"lang":"en","type":"article","venue":"Macromolecules","topic":"Force Microscopy Techniques and Applications","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Alberta","funders":"","keywords":"Materials science; Polymer; Nanoscopic scale; Viscous fingering; Cracking; Limiting; Mechanics; Composite material; Nanotechnology; Physics; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001088976,0.0001561201,0.0002154201,0.0004169219,0.000264162,0.0002406734,0.0003364471,0.0002645817,0.00103316],"category_scores_gemma":[0.00037286,0.0001618546,0.0001690217,0.0001110455,0.0004589284,0.0004105252,0.0002164278,0.0004424896,0.0001278277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002579661,"about_ca_system_score_gemma":0.0001188876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005148601,"about_ca_topic_score_gemma":0.0004397534,"domain_scores_codex":[0.9999268,0.000005035381,0.00000398548,0.00001257947,0.00003652468,0.00001510821],"domain_scores_gemma":[0.9997811,0.00007812797,0.0000441789,0.00002701879,0.00004242327,0.00002720247],"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":[0.00005666067,0.00002823966,0.001375566,0.0001010669,0.00001021905,0.0002624762,0.0001239489,0.001776991,0.9894567,0.001140115,0.00007949262,0.005588548],"study_design_scores_gemma":[0.00002821424,0.0003934485,0.0221463,0.00001746994,0.00001497738,0.0004609882,0.00009656822,0.0377468,0.9360805,0.001663891,0.001323036,0.00002788069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939103,0.000456681,0.004577512,0.00003657081,0.000007236027,0.00001769372,0.00006054417,0.00007876375,0.0008547621],"genre_scores_gemma":[0.9977707,0.0001650966,0.001538607,0.00001181614,0.000003216833,0.00001176437,0.0000461409,0.000007687144,0.0004450075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00103316,"threshold_uncertainty_score":0.003456235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004609942350577924,"score_gpt":0.2485843765704389,"score_spread":0.243974434219861,"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."}}