{"id":"W1504709176","doi":"10.1002/9783527619733.ch14","title":"Software Tools for Proteomics Technologies","year":2005,"lang":"en","type":"other","venue":"","topic":"Advanced Proteomics Techniques and Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Genome Canada","keywords":"Computer science; Proteomics; Software engineering; Software; Computational biology; Data science; Programming language; Chemistry; Biology; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002051695,0.003156029,0.001752624,0.004201759,0.0009816039,0.004110866,0.003364912,0.001408,0.03457907],"category_scores_gemma":[0.007341489,0.001729251,0.001861589,0.00501271,0.0006593242,0.00439763,0.002896578,0.003025731,0.04697075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008478202,"about_ca_system_score_gemma":0.001480103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001569293,"about_ca_topic_score_gemma":0.001755661,"domain_scores_codex":[0.9980372,0.0002251826,0.0002963497,0.0002921086,0.001038311,0.0001109368],"domain_scores_gemma":[0.9965821,0.001709071,0.0001678085,0.000714777,0.0006904935,0.0001357618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001581635,0.0001271157,0.0007917912,0.001660048,0.0001585545,0.0003789973,0.0002446771,0.00366205,0.01408526,0.03927674,0.3132077,0.6262489],"study_design_scores_gemma":[0.0001190184,0.00004891234,0.0009624333,0.000516012,0.0001004779,0.0008521326,0.00007316659,0.04394171,0.0302842,0.07721811,0.8457796,0.0001040868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.001431527,0.002025933,0.7778228,0.0004603707,0.0005201636,0.0002100634,0.007031684,0.1915402,0.01895718],"genre_scores_gemma":[0.01585993,0.00560926,0.8155004,0.001167542,0.0003763151,0.0008144832,0.06071098,0.05138847,0.04857256],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03457907,"threshold_uncertainty_score":0.1156785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853430154128492,"score_gpt":0.2858451318946318,"score_spread":0.2673108303533469,"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."}}