{"id":"W3214160482","doi":"10.3390/plants10112397","title":"Machine Learning-Mediated Development and Optimization of Disinfection Protocol and Scarification Method for Improved In Vitro Germination of Cannabis Seeds","year":2021,"lang":"en","type":"article","venue":"Plants","topic":"Plant tissue culture and regeneration","field":"Biochemistry, Genetics and Molecular Biology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sodium hypochlorite; Germination; Scarification; Contamination; Hydrogen peroxide; Sterilization (economics); Pulp and paper industry; Chemistry; Horticulture; Biology; Biochemistry; Engineering; Ecology","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":[0.0005219849,0.0005405255,0.0004466905,0.0003128663,0.0001744635,0.0004814241,0.0005213202,0.000396631,0.0005044436],"category_scores_gemma":[0.0008454879,0.0002167655,0.0004500716,0.0002586426,0.0002026441,0.0003150066,0.0003216364,0.000556932,0.0001856841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005216709,"about_ca_system_score_gemma":0.0006148958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002904363,"about_ca_topic_score_gemma":0.004446283,"domain_scores_codex":[0.9997535,0.00003073171,0.00002230445,0.00006761071,0.00009632476,0.00002953991],"domain_scores_gemma":[0.9997687,0.00004973277,0.00007332097,0.00001763343,0.00007424082,0.00001642804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001534152,0.0001810366,0.001673928,0.0003732349,0.00003193457,0.0001472933,0.00005987725,0.05046718,0.904451,0.0004069708,0.0001843866,0.0418698],"study_design_scores_gemma":[0.00001393546,0.0005279944,0.003882264,0.00002640617,0.00006551133,0.0001157408,0.00004239955,0.2612781,0.7318697,0.0001821423,0.001954509,0.00004124197],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7739813,0.001574881,0.2195014,0.0002281584,0.000130128,0.0002731232,0.0001999634,0.0007755205,0.0033356],"genre_scores_gemma":[0.8829069,0.00107472,0.1135959,0.000063652,0.000009798283,0.0001588773,0.0001969025,0.00005874929,0.001934372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002904363,"threshold_uncertainty_score":0.005774915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009342840105369062,"score_gpt":0.2690628696689118,"score_spread":0.2597200295635427,"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."}}