{"id":"W4413046465","doi":"10.22541/au.175459333.34927855/v1","title":"Is a Plant Truly Plastic? Nutrients and Neighbours Induce Trait-Specific Responses, but Performance Depends on Response Direction","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Banana Cultivation and Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Biodiversity Monitoring Institute; University of Alberta","funders":"","keywords":"Trait; Nutrient; Environmental science; Biology; Computer science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003936103,0.000217048,0.0003806794,0.0002686559,0.0004178482,0.0007112721,0.0003551451,0.0003745667,0.0008383064],"category_scores_gemma":[0.0006958436,0.0003713113,0.0002563963,0.0002400709,0.0007596275,0.0006567329,0.0007048176,0.0003805616,0.0001966979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002968909,"about_ca_system_score_gemma":0.000167721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009325143,"about_ca_topic_score_gemma":0.001851914,"domain_scores_codex":[0.9996396,0.00006499916,0.00002191667,0.000175186,0.00005595428,0.00004228616],"domain_scores_gemma":[0.9992567,0.0001823717,0.0001826309,0.0002238678,0.0000475849,0.0001069836],"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":[0.0002646294,0.00007036806,0.1346417,0.00009856241,0.0001799202,0.0003138909,0.0004992494,0.001023662,0.8425443,0.0004293446,0.00009901311,0.01983532],"study_design_scores_gemma":[0.000006609248,0.0002343836,0.9765523,0.00001141195,0.00005545748,0.0005067395,0.0003784123,0.002378386,0.01825551,0.0006690234,0.0009215127,0.00003017616],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981566,0.00009573093,0.0008565375,0.00005254399,0.000002364258,0.000004137507,0.00006692753,0.00002341801,0.0007416689],"genre_scores_gemma":[0.9990159,0.0000548002,0.0005550056,0.00005701075,0.00000361278,0.000005697974,0.00008185048,0.00001375254,0.0002123986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009325143,"threshold_uncertainty_score":0.002804399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06074905581288971,"score_gpt":0.2774157553500825,"score_spread":0.2166666995371928,"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."}}