{"id":"W2493153679","doi":"","title":"Using dynamic light scattering to improve protein solution behavior for crystallization","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crystallization; Dynamic light scattering; Light scattering; Scattering; Protein crystallization; Materials science; Biological system; Chemistry; Optics; Chemical physics; Nanotechnology; Physics; Biology; Nanoparticle; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00269562,0.0009016155,0.001425935,0.0005994088,0.001677564,0.001746249,0.001013705,0.001079257,0.005003317],"category_scores_gemma":[0.005291439,0.000929869,0.0009960794,0.001206154,0.0008171623,0.001590011,0.001163089,0.00444047,0.002156302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001854011,"about_ca_system_score_gemma":0.001588549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003609095,"about_ca_topic_score_gemma":0.009152322,"domain_scores_codex":[0.9986365,0.0003518849,0.0001471865,0.0002845789,0.0004506784,0.000129089],"domain_scores_gemma":[0.997624,0.001056295,0.0001700813,0.0003920013,0.0006199342,0.0001377104],"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":[0.0001809391,0.0003917172,0.0004969538,0.0002811339,0.00007684315,0.00008483759,0.000562748,0.002200442,0.9698151,0.001338422,0.003655584,0.0209152],"study_design_scores_gemma":[0.00004985886,0.00008035098,0.0003882151,0.00003131762,0.0000326542,0.0000423971,0.00007685636,0.01046547,0.9793867,0.0003513053,0.00905908,0.00003573703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7101868,0.005117503,0.2464614,0.007213392,0.001457605,0.0008351832,0.002027368,0.00766216,0.0190386],"genre_scores_gemma":[0.6882092,0.006119541,0.2792525,0.002191578,0.0001635414,0.0008022859,0.004258831,0.004420184,0.01458229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005003317,"threshold_uncertainty_score":0.0167377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03839305787441075,"score_gpt":0.2880480504762312,"score_spread":0.2496549926018204,"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."}}