{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003959511,0.0001998331,0.00007105558,0.000606193,0.003313795,0.002147172,0.000606306,0.0007195309,0.01612622],"category_scores_gemma":[0.0003751031,0.0001674241,0.00007857879,0.001459938,0.0008119506,0.0005730508,0.001108984,0.0008729384,0.0008168634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02578648,"about_ca_system_score_gemma":0.04111302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9494151,"about_ca_topic_score_gemma":0.9897512,"domain_scores_codex":[0.9995914,0.00002703202,0.000004993263,0.00002108209,0.0001510698,0.0002043501],"domain_scores_gemma":[0.9991937,0.00005687264,0.00003633293,0.000009703962,0.0002018492,0.0005015134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000266082,0.0004546,0.1371617,0.0006367841,0.00002687783,0.005810825,0.01284267,0.001660882,0.008286499,0.01837261,0.3263344,0.488146],"study_design_scores_gemma":[0.0000347774,0.00007574193,0.3134431,0.0002094899,0.00001304578,0.0004522925,0.02849714,0.0006042927,0.0008168026,0.0008191775,0.6549982,0.00003597788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5205071,0.03096217,0.0008223781,0.07677986,0.001117347,0.0002308518,0.0034253,0.0002955127,0.3658595],"genre_scores_gemma":[0.6575003,0.01695347,0.00183074,0.003502238,0.000139316,0.00004093068,0.001477359,0.00004634455,0.3185093],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05058485,"threshold_uncertainty_score":0.1870949,"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."}}