{"id":"W6921548302","doi":"10.1021/ac5019183.s001","title":"Direct\\nDetection of the Gel–Fluid Phase Transition\\nof a Single Supported Phospholipid Bilayer Using Quartz Crystal Microbalance\\nwith Dissipation Monitoring","year":2016,"lang":"en","type":"article","venue":"Figshare","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bilayer; Quartz crystal microbalance; Phase transition; Dissipation; Lipid bilayer; Phase (matter); Crystal (programming language); Phospholipid; Membrane","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004198708,0.0001164926,0.0001115676,0.00004913161,0.0001845229,0.0000679595,0.0003131858,0.00004067658,0.001193073],"category_scores_gemma":[0.00004238511,0.0000806241,0.00009824376,0.0004633207,0.00001251994,0.0003792461,0.00006813068,0.000050547,0.00002903108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007720926,"about_ca_system_score_gemma":0.0001060703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001849895,"about_ca_topic_score_gemma":0.000002643128,"domain_scores_codex":[0.9990801,0.00003805734,0.0002247435,0.0002684823,0.0002334806,0.0001551612],"domain_scores_gemma":[0.9990751,0.00009566308,0.0001786532,0.0003672298,0.0002324901,0.0000509345],"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":[0.00001399783,0.0002801522,0.00006118336,0.00003944675,0.00002303382,8.602241e-7,0.0005814008,0.001101937,0.960546,0.0002028434,0.002079446,0.03506973],"study_design_scores_gemma":[0.001109241,0.0001085096,0.007192265,0.0007148059,0.00001797335,0.0000138563,0.00002051513,0.0375202,0.9444631,0.001098041,0.007410576,0.0003308796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5673628,0.0002274787,0.3606299,0.001409853,0.000967224,0.001587356,0.06584378,0.0005257278,0.001445873],"genre_scores_gemma":[0.998283,6.434324e-7,0.0008652522,0.00002568911,0.0001313983,0.00005897727,0.0005936772,0.00001164405,0.00002971364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4309202,"threshold_uncertainty_score":0.99972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03945079900733437,"score_gpt":0.2762780103727362,"score_spread":0.2368272113654019,"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."}}