{"id":"W2048709368","doi":"10.1038/ismej.2013.234","title":"Metaproteomic analysis of a winter to spring succession in coastal northwest Atlantic Ocean microbial plankton","year":2014,"lang":"en","type":"article","venue":"The ISME Journal","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; Concordia University","funders":"","keywords":"Biology; Ecological succession; Spring (device); Plankton; Oceanography; Ecology; Geomicrobiology; Microbial ecology; Bacteria; Environmental biotechnology","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":[0.000831168,0.00008985184,0.0002545281,0.0001325146,0.0001659287,0.0000147035,0.0004583416,0.00005099707,0.001855923],"category_scores_gemma":[0.00002904412,0.00006032116,0.0001066891,0.0003441123,0.0001152962,0.00007192024,0.0002892628,0.0003813736,0.00006106649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005263562,"about_ca_system_score_gemma":0.000009697922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00463976,"about_ca_topic_score_gemma":0.0923188,"domain_scores_codex":[0.9989341,0.0004080835,0.0002712484,0.0001023163,0.00008172101,0.0002025029],"domain_scores_gemma":[0.9994902,0.0001024608,0.0001421847,0.0002040238,0.000006661955,0.00005445087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001278652,0.00006725837,0.6249732,0.000002446067,0.0001014739,0.000002736068,0.00102545,0.01360903,0.3591859,0.000008220599,0.0006681443,0.0002282558],"study_design_scores_gemma":[0.0003061507,0.0001294675,0.9926758,0.00001720339,0.0001582527,0.00002806669,0.0000578169,0.001083368,0.004258348,0.0001425951,0.001042733,0.0001002006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988288,0.000002244463,0.0003320478,0.0004545698,0.00008782124,0.00007176487,0.000004729267,0.000003547077,0.0002144266],"genre_scores_gemma":[0.9993219,0.000004448458,0.0002086496,0.0003773202,0.00003682896,4.619381e-7,0.00000647485,0.000004983644,0.00003887037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3677025,"threshold_uncertainty_score":0.9990565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007512923135647708,"score_gpt":0.2241442385598569,"score_spread":0.2166313154242091,"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."}}