{"id":"W2175229748","doi":"10.1016/j.tibs.2015.08.010","title":"Many Light Touches Convey the Message","year":2015,"lang":"en","type":"review","venue":"Trends in Biochemical Sciences","topic":"Cellular transport and secretion","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Signal transducing adaptor protein; Phosphorylation; Ubiquitin; Chemistry; Cytoplasm; Cell biology; Glycosylation; Biophysics; Biology; Biochemistry; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005665986,0.0009033297,0.001174584,0.001082361,0.0005381692,0.002401906,0.0009987653,0.002158618,0.007589643],"category_scores_gemma":[0.00103518,0.0003101613,0.0004825467,0.001109286,0.002330968,0.004251388,0.001607777,0.004530661,0.004499877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006996258,"about_ca_system_score_gemma":0.0009549178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006494738,"about_ca_topic_score_gemma":0.001036476,"domain_scores_codex":[0.999799,0.00003662129,0.00002126243,0.00004005831,0.0000751405,0.00002809094],"domain_scores_gemma":[0.999656,0.0001544846,0.00003377149,0.00001939726,0.0000927014,0.00004369214],"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":[0.0001703713,0.00003518191,0.0002369923,0.008297652,0.00008293491,0.0003816552,0.0002389119,0.0002245114,0.009728065,0.04085731,0.09001206,0.8497344],"study_design_scores_gemma":[0.000007184587,0.00001664683,0.0001781124,0.000988123,0.00002760223,0.0003970572,0.00008610137,0.0000312158,0.001048815,0.008403451,0.9887986,0.00001714946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000246619,0.9874441,0.001140489,0.004042189,0.003315348,0.000005108017,0.00004907998,0.00004571853,0.003711366],"genre_scores_gemma":[0.002722607,0.9852375,0.0007712171,0.004358651,0.001839022,0.000009965558,0.00006966074,0.00001609037,0.004975232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007589643,"threshold_uncertainty_score":0.02538985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06190049081623535,"score_gpt":0.342825678399938,"score_spread":0.2809251875837027,"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."}}