{"id":"W4415382533","doi":"10.56367/oag-048-11780","title":"Honey production in Alberta: Grassroots extension services","year":2025,"lang":"en","type":"article","venue":"Open Access Government","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Grassroots; Beekeeping; Production (economics); Agricultural extension; Agriculture; Extension (predicate logic)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003276284,0.00008857483,0.0001239914,0.000008359195,0.000143132,0.0005354374,0.0009264052,0.00004696615,0.0007180417],"category_scores_gemma":[0.00005149141,0.00003430676,0.00002349954,0.0004667696,0.0000156674,0.0006237335,0.0009716512,0.0000967324,0.0000386217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001284548,"about_ca_system_score_gemma":0.00001223097,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02602715,"about_ca_topic_score_gemma":0.08129249,"domain_scores_codex":[0.998904,0.00006673831,0.0001547358,0.0003143388,0.0003465666,0.0002135462],"domain_scores_gemma":[0.9997061,0.00009823091,0.00004804734,0.00007658514,0.00003219038,0.00003886307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003759386,0.0005755492,0.5400223,0.0000900903,0.00002277379,0.00001536936,0.0001086022,0.00004643652,0.1961735,0.002200821,0.006565093,0.2538035],"study_design_scores_gemma":[0.000138041,0.00005004859,0.9518198,0.000130006,0.000004405343,8.994986e-7,0.0001635734,0.00008071997,0.02154952,0.001641327,0.02431279,0.0001089185],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507354,0.00005543777,4.746377e-7,0.007252276,0.0002090662,0.000492091,0.000005156327,0.0000076026,0.04124244],"genre_scores_gemma":[0.9922891,0.0001020172,0.0000119904,0.0004011544,0.00006975229,0.00006468724,0.00001463313,5.078166e-7,0.007046187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4117974,"threshold_uncertainty_score":0.9804586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0412383355741754,"score_gpt":0.3519863022240111,"score_spread":0.3107479666498357,"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."}}