{"id":"W1547157225","doi":"10.1002/9780470439098.ch4","title":"Amorphous Azobenzene Polymers for Light‐Induced Surface Patterning","year":2008,"lang":"en","type":"other","venue":"","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Azobenzene; Mass transport; Amorphous solid; Polymer; Surface (topology); Nanotechnology; Materials science; Chemical physics; Chemistry; Physics; Crystallography; Composite material; 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":["insufficient_payload"],"category_scores_codex":[0.0002107408,0.0003913618,0.0004506335,0.0001554773,0.000121857,0.00008558267,0.0006395701,0.0002215266,0.02964599],"category_scores_gemma":[0.00009202278,0.0003346826,0.000116044,0.0001191894,0.00004960038,0.0001213259,0.0002345232,0.0001494751,0.001407474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001373102,"about_ca_system_score_gemma":0.0001704522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209099,"about_ca_topic_score_gemma":0.0002387014,"domain_scores_codex":[0.9972826,0.00006407031,0.0003041804,0.0007177257,0.0007263574,0.0009050392],"domain_scores_gemma":[0.9987762,0.00007875614,0.0002343226,0.000598377,0.00005961578,0.0002527204],"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":[0.00003792196,0.00003778682,0.00001435532,0.00008216701,0.00002263167,0.00002543401,0.00002878669,0.000003618797,0.6787017,0.00002687819,0.3205332,0.0004855432],"study_design_scores_gemma":[0.0006596527,0.0002003874,0.000003969531,0.0001216773,0.00001010977,0.000007491562,0.00003210698,0.00001631266,0.391648,0.00001495587,0.6068572,0.0004281253],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04177136,0.001461933,0.008146317,0.0004474402,0.002492472,0.003055955,0.0005393896,0.001353183,0.9407319],"genre_scores_gemma":[0.01496669,0.0001702792,0.006675741,0.0002517095,0.0004027432,0.00009257442,0.00005297736,0.0007924113,0.9765949],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2870537,"threshold_uncertainty_score":0.9999105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338097999728048,"score_gpt":0.3034398810575924,"score_spread":0.2700589010603119,"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."}}