{"id":"W2040256113","doi":"10.1021/la700711a","title":"Polymer Assembly Exploiting Three Independent Interactions","year":2007,"lang":"en","type":"article","venue":"Langmuir","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polymer; Polyethylene glycol; PEG ratio; Polymer chemistry; Copolymer; Ammonium chloride; Polymer architecture; Chemical engineering; Chemistry; Materials science; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003480528,0.0001396421,0.0001601388,0.0001085094,0.0002336132,0.0000804958,0.0001857742,0.00004228716,0.001051528],"category_scores_gemma":[0.00004552777,0.0001255169,0.00006696827,0.0001435579,0.0000456122,0.0003856444,0.000138615,0.0001603877,0.001963446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007673923,"about_ca_system_score_gemma":0.00001403519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004343859,"about_ca_topic_score_gemma":0.001594112,"domain_scores_codex":[0.9987596,0.0000260854,0.0002863751,0.0002558008,0.0002850626,0.0003870805],"domain_scores_gemma":[0.9993541,0.0001830076,0.0001249537,0.0002034771,0.0000608923,0.000073594],"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":[0.00002609693,0.00004495102,0.004720047,0.000005218816,0.00001809203,0.00002637246,0.0006672161,0.000001362169,0.988515,0.000637563,0.001664844,0.003673205],"study_design_scores_gemma":[0.0001740832,0.00001661687,0.0398501,0.00002233536,0.00001320916,0.00004647993,0.001197474,0.00001634728,0.9479005,0.00007831557,0.01050101,0.000183522],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640028,0.0004642415,0.005765577,0.000554696,0.001639018,0.00007268741,0.00001072844,0.0002615105,0.02722873],"genre_scores_gemma":[0.9965189,0.000002115631,0.000435815,0.0003331516,0.0003052803,0.00001410626,0.00000281513,0.00002062393,0.002367202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04061452,"threshold_uncertainty_score":0.9998617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748047277936226,"score_gpt":0.3169131491134646,"score_spread":0.2794326763341023,"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."}}