{"id":"W2106803605","doi":"10.1656/045.019.0210","title":"Parsimony Analysis of East Coast Salt Marsh Plant Distributions","year":2012,"lang":"en","type":"article","venue":"Northeastern Naturalist","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marsh; Ordination; Salt marsh; Taxon; Geography; Ecology; Multidimensional scaling; Biology; Wetland","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002487293,0.0001811613,0.0003361614,0.00009310371,0.0001151272,0.000024244,0.0002867392,0.00008506281,0.001131621],"category_scores_gemma":[0.00002671004,0.0001529078,0.0002125394,0.0008606699,0.0001126129,0.0002631334,0.0002896791,0.000148045,0.0003376965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153576,"about_ca_system_score_gemma":0.000006040794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00261041,"about_ca_topic_score_gemma":0.04311264,"domain_scores_codex":[0.998482,0.00006527224,0.0003659388,0.0002443535,0.0003930265,0.0004494071],"domain_scores_gemma":[0.9990999,0.00005100521,0.0001890438,0.0004230984,0.0000159262,0.0002211038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002844165,0.0001134303,0.9970001,0.00001149585,0.0001639997,0.000002036747,0.0002360978,0.0005558567,0.0002498107,0.0001487508,0.0003937643,0.001096203],"study_design_scores_gemma":[0.000197983,0.00001549955,0.9800187,0.00001443766,0.0004415158,0.00001572535,0.0001485858,0.01274167,0.00004544019,0.00001577168,0.006119513,0.0002251057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946346,0.00005720245,0.0005567423,0.0001526287,0.0002719561,0.000144277,0.002239601,0.00003657513,0.001906393],"genre_scores_gemma":[0.9982755,0.000005887976,0.0001103711,0.00003891251,0.00004712666,0.000008186639,0.001014493,0.00001293798,0.0004866142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04050223,"threshold_uncertainty_score":0.9997815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01054231004218802,"score_gpt":0.2190376325652853,"score_spread":0.2084953225230972,"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."}}