{"id":"W2120908097","doi":"10.3354/ab00419","title":"Relative importance of kelps and fucoids as substrata of the invasive epiphytic bryozoan Membranipora membranacea in Nova Scotia, Canada","year":2012,"lang":"en","type":"article","venue":"Aquatic Biology","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Killam Trusts; Army Research Office; Dalhousie University; Natural Sciences and Engineering Research Council of Canada; University of Cambridge; Massachusetts Institute of Technology","keywords":"Biology; Kelp; Population; Ecology; Bryozoa; Epiphyte; Biological dispersal; Algae; Taxonomy (biology)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003211442,0.0001220537,0.0003087334,0.00004585724,0.00002667806,0.000002024432,0.0002081112,0.0001052814,0.0006160323],"category_scores_gemma":[0.0002343718,0.00007875502,0.00002950445,0.0002263915,0.0002999884,0.00009234796,0.00004705723,0.0001514713,0.000009250703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005383872,"about_ca_system_score_gemma":0.0003408777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9084368,"about_ca_topic_score_gemma":0.9935614,"domain_scores_codex":[0.9989029,0.0001812588,0.0003683376,0.000171878,0.00008549702,0.0002901221],"domain_scores_gemma":[0.9988391,0.0006418846,0.0002316212,0.0001994949,0.000019199,0.00006871216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000301495,0.00001091061,0.9935709,0.00003239054,0.00002715815,0.000003266285,0.0001680113,0.00000685147,0.0004795488,0.001771079,0.00006497552,0.003834771],"study_design_scores_gemma":[0.0003008874,0.0001535744,0.9927879,0.00002395021,0.00002197261,0.00004401784,0.0003696351,0.0001269597,0.001590955,0.004181461,0.000275111,0.0001235716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842009,0.001159346,0.00000459539,0.0003608156,0.0002371799,0.0001706092,0.00008459756,0.000002419538,0.01377956],"genre_scores_gemma":[0.9993598,0.00005323557,0.00005295107,0.000304847,0.00002611377,4.223905e-7,0.00007335227,0.000001954081,0.0001272834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08512457,"threshold_uncertainty_score":0.6745122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518558525415032,"score_gpt":0.2063758346820383,"score_spread":0.191190249427888,"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."}}