{"id":"W2155414586","doi":"10.1016/j.ymeth.2004.03.029","title":"Automated systems for protein crystallization","year":2004,"lang":"en","type":"article","venue":"Methods","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Crystallization; Protein crystallization; Automation; Computer science; Process (computing); Software; Process engineering; Chemical engineering; Mechanical engineering; Engineering; Operating system","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":[0.0007405201,0.00006956597,0.0001054219,0.00003476277,0.00009019868,0.00005967205,0.00006905285,0.00006500577,0.00003926716],"category_scores_gemma":[0.0001566772,0.00005642421,0.00002663141,0.0001042858,0.00001796682,0.0001055845,0.00001101868,0.00002506582,0.00001580713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004708738,"about_ca_system_score_gemma":0.0000312503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005179143,"about_ca_topic_score_gemma":0.000002750973,"domain_scores_codex":[0.9993548,0.0001216697,0.0001480097,0.0001591378,0.0000814784,0.0001348679],"domain_scores_gemma":[0.9996742,0.00002690038,0.00006573364,0.0001325853,0.00007101653,0.00002956304],"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":[0.00001357259,0.00000650337,0.000001773925,0.00005314768,0.000002080041,2.845366e-7,0.00007467633,0.004127831,0.9855051,0.009479446,0.0001986394,0.0005369242],"study_design_scores_gemma":[0.0004284954,0.00009432087,0.0000693475,0.00003243291,0.00001181583,0.000006015606,0.00003756264,0.0051926,0.9708877,0.007416991,0.01571421,0.0001085703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04921244,0.0001280377,0.9480444,0.00005026641,0.0008606639,0.0005040902,0.000007126377,0.0004921033,0.0007009061],"genre_scores_gemma":[0.2152044,0.000001357513,0.7838348,0.00004425459,0.0002126154,0.0001787401,0.00001430612,0.00001668175,0.0004928426],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.165992,"threshold_uncertainty_score":0.2300912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03103035019369332,"score_gpt":0.3519671787766754,"score_spread":0.3209368285829821,"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."}}