{"id":"W2313729231","doi":"10.1021/mz500616q","title":"Light-Driven Surface Patterning of Supramolecular Polymers with Extremely Low Concentration of Photoactive Molecules","year":2014,"lang":"en","type":"article","venue":"ACS Macro Letters","topic":"Photochromic and Fluorescence Chemistry","field":"Materials Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Emil Aaltosen Säätiö; Aalto-Yliopisto; Academy of Finland","keywords":"Azobenzene; Chromophore; Polymer; Materials science; Mass transport; Molecule; Chemical physics; Supramolecular chemistry; Photonics; Nanotechnology; Photochemistry; Chemistry; Optoelectronics; Physics; Organic chemistry; Composite material","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":[0.0001241722,0.0001660614,0.00025958,0.00001884513,0.00004430251,0.00002245766,0.0002700871,0.00005686766,0.0001053818],"category_scores_gemma":[0.00002618805,0.0001461475,0.00004902848,0.00009489747,0.0002117852,0.0001409908,0.00004173357,0.00008698482,0.000006119634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003567267,"about_ca_system_score_gemma":0.00004053102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001641736,"about_ca_topic_score_gemma":0.000002888985,"domain_scores_codex":[0.9988077,0.00006678418,0.0002604457,0.0002940877,0.0003022076,0.0002687439],"domain_scores_gemma":[0.9992256,0.00005514365,0.0003019124,0.0002872425,0.00006580893,0.00006426818],"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":[0.00009274513,0.0000326427,0.002520437,0.00007569616,0.0000200925,0.000009064931,0.000694205,0.0005217442,0.9958296,0.00001539109,0.0001126061,0.00007579209],"study_design_scores_gemma":[0.0004946535,0.00005539163,0.000943276,0.0001426615,0.00002537971,0.000005425427,0.0001103439,0.0004942367,0.9975331,0.000005008734,0.00002411157,0.0001663498],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903727,0.00002932958,0.008759983,0.0003161275,0.00005703067,0.0001612732,0.0000194868,0.00002446549,0.0002596366],"genre_scores_gemma":[0.9981321,0.00000309856,0.001248831,0.0005455552,0.00002441717,0.000006209043,0.000012205,0.00001884762,0.000008763974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007759405,"threshold_uncertainty_score":0.5959723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005210417515508883,"score_gpt":0.1983507405982763,"score_spread":0.1931403230827674,"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."}}