{"id":"W2801649483","doi":"10.1080/09670262.2018.1449013","title":"Cell wall chemistry and tissue structure underlie shifts in material properties of a perennial kelp","year":2018,"lang":"en","type":"article","venue":"European Journal of Phycology","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bamfield Marine Sciences Centre; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of Notre Dame Australia","keywords":"Kelp; Overwintering; Biology; Holdfast; Laminaria; Botany; Cell wall; Laminaria digitata; Kelp forest; Saccharina; Polysaccharide; Stipe (mycology); Fucose; Ecology; Algae; Biochemistry; Galactose","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":[0.00007270533,0.0001451941,0.0001364802,0.0002834931,0.0001617334,0.0003075029,0.0001380702,0.0002160625,0.0005726565],"category_scores_gemma":[0.0001328689,0.00017272,0.00009959764,0.000188622,0.0002211267,0.0003246252,0.0002588424,0.0003009565,0.0001238083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000126993,"about_ca_system_score_gemma":0.00008511901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009147113,"about_ca_topic_score_gemma":0.001517443,"domain_scores_codex":[0.999962,0.000003218138,0.000002385331,0.00001554678,0.000007584001,0.000009204338],"domain_scores_gemma":[0.9998678,0.00002122978,0.00004992579,0.0000127453,0.00001600679,0.00003224835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007162129,0.00001404443,0.0190377,0.00002149511,0.00001079668,0.00006524433,0.00008421258,0.00006334429,0.9784347,0.000028066,0.00001424793,0.002154472],"study_design_scores_gemma":[0.000001955395,0.00007188044,0.9767588,0.000002499791,0.00001025351,0.0001492997,0.0001272732,0.0003191153,0.02234499,0.00004279834,0.0001665714,0.000004553603],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995039,0.00009569829,0.0001987216,0.000004670774,6.795701e-7,0.000001372692,0.00004174418,0.00000484977,0.0001483443],"genre_scores_gemma":[0.9994001,0.00005824408,0.000204465,0.00001129373,8.092236e-7,0.000002578746,0.00008451421,0.000003082108,0.0002348645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009147113,"threshold_uncertainty_score":0.001915693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062467490074904,"score_gpt":0.1820172966492324,"score_spread":0.1713926217484833,"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."}}