{"id":"W2466439372","doi":"10.1556/168.2016.17.1.12","title":"Combined<i>in situ</i>experimentation and modelling approaches to disentangle processes involved in the earliest stage of community assembly","year":2016,"lang":"en","type":"article","venue":"Community Ecology","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Microcosm; Colonization; Ecological succession; Ecology; Biology; Colonisation; Population; Benthic zone; Taxon; Limiting; Community; Stage (stratigraphy); Ecosystem; Demography","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":[0.002075844,0.00009460607,0.0002121122,0.0001309527,0.0003300671,0.0000125679,0.0005168362,0.0001083782,0.0001153619],"category_scores_gemma":[0.0002550471,0.00006014036,0.00001382938,0.0002404139,0.0003409283,0.0001294566,0.0001276088,0.0004880152,0.00001257521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001047897,"about_ca_system_score_gemma":0.00005670086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007697551,"about_ca_topic_score_gemma":0.4100705,"domain_scores_codex":[0.9966991,0.002664611,0.0002232283,0.00008818026,0.00006510309,0.0002597825],"domain_scores_gemma":[0.9963854,0.003179318,0.00005925356,0.0003034853,0.00002628621,0.00004624127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001609693,0.0002314666,0.9925928,0.00005855786,0.000007196714,0.000001817521,0.005219188,0.0004117209,0.0001300909,0.0001334879,0.00002715669,0.001025524],"study_design_scores_gemma":[0.0005719931,0.0006278385,0.9845147,0.00001105704,0.000002544408,0.00000164104,0.01206553,0.0005266081,0.0003734732,0.001166705,0.00006272054,0.00007525212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960675,0.00006314093,0.00003380783,0.001318649,0.00003517883,0.0003266519,0.00001518026,0.000008197811,0.002131757],"genre_scores_gemma":[0.999417,0.00006447812,0.00008136831,0.0002698599,0.000005774408,0.00001867307,0.00006262487,0.000002118921,0.00007808292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.402373,"threshold_uncertainty_score":0.9989102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1985549793377245,"score_gpt":0.2943154362133707,"score_spread":0.09576045687564616,"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."}}