{"id":"W4396983292","doi":"10.69520/jipe.v5i.142","title":"Examination of Manual Removal Strategies for Dog Strangling Vine","year":2023,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Vine; Medicine; Biology; Horticulture","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118113,0.00007603177,0.0001517873,0.000184554,0.00006301377,0.00004713435,0.0001787048,0.00007301405,0.00005474142],"category_scores_gemma":[0.000518964,0.00003092963,0.00005060808,0.002647315,0.00003649353,0.0003813444,0.00001686385,0.0001346362,0.000002565015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005921198,"about_ca_system_score_gemma":0.0001250273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002851516,"about_ca_topic_score_gemma":0.00002756804,"domain_scores_codex":[0.998602,0.00003939932,0.0008089953,0.00009313784,0.000299659,0.000156844],"domain_scores_gemma":[0.9979858,0.000199247,0.0004444204,0.00003059167,0.001312307,0.00002763539],"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":[0.00002839266,0.0001377033,0.0005237876,0.00004113713,0.000009783644,0.000001936027,0.0003412536,0.00005029045,0.7995333,0.01879453,0.001913784,0.1786241],"study_design_scores_gemma":[0.0005322878,0.001038016,0.8861901,0.0003863932,0.00001958212,0.0001115703,0.03526127,0.0002717747,0.04943632,0.01513993,0.01133453,0.0002782709],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968204,0.00007777452,0.00005286964,0.002294658,0.0002005573,0.0002030686,0.00001065462,0.00001717017,0.0003228407],"genre_scores_gemma":[0.9983617,0.00004715538,0.0007147902,0.00004304472,0.0003159739,0.00001837024,0.00007026795,9.162463e-7,0.000427792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8856663,"threshold_uncertainty_score":0.1271947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05104091007935675,"score_gpt":0.3572264270598282,"score_spread":0.3061855169804715,"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."}}