{"id":"W6941451048","doi":"10.13140/rg.2.2.17417.35684","title":"Life cycle of Wildemania amplissima in the Gulf of St. Lawrence, Canada. An aquaculture perspective","year":2025,"lang":"en","type":"article","venue":"","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Aquaculture; Production (economics); Fishing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001873432,0.0001495756,0.0001733566,0.0007283749,0.001051834,0.0004186747,0.0005529051,0.0001807104,0.001105311],"category_scores_gemma":[0.0002168013,0.0001246693,0.0001204202,0.0005113286,0.0003712309,0.0002884029,0.0002651941,0.0002108628,0.0002410128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0104093,"about_ca_system_score_gemma":0.005794195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9485732,"about_ca_topic_score_gemma":0.9879412,"domain_scores_codex":[0.9998964,0.000005057656,0.000004795708,0.00002210539,0.00002377282,0.00004793438],"domain_scores_gemma":[0.9995764,0.00003225249,0.00005615355,0.000007638845,0.000270123,0.00005747938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005635511,0.0001047698,0.7414982,0.0002318969,0.00005669491,0.0009787388,0.006126573,0.002563104,0.1370525,0.002716281,0.003267759,0.1048399],"study_design_scores_gemma":[0.000006383371,0.0001453424,0.978141,0.0000522657,0.00002633348,0.0001735903,0.004938571,0.001172927,0.002607757,0.0002073845,0.01250204,0.00002647046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909098,0.001760238,0.0002923749,0.0002028336,0.000005022904,0.00001564015,0.0009114803,0.00001471339,0.005887974],"genre_scores_gemma":[0.9917827,0.0008495491,0.0004888718,0.00009969849,0.000001610708,0.000009989641,0.0006466857,0.000004853042,0.006116066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05142683,"threshold_uncertainty_score":0.1034593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009574372421546571,"score_gpt":0.229978623175022,"score_spread":0.2204042507534754,"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."}}