{"id":"W1536636626","doi":"","title":"New to Farming: Exploring the motivations and experiences of small-scale farmers in Nova Scotia","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nova scotia; Nova (rocket); Scale (ratio); Agriculture; Geography; Agricultural science; Forestry; Political science; Agricultural economics; Engineering; Cartography; Archaeology; Economics; Environmental science; Aeronautics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002091278,0.0001298102,0.0001764355,0.00002472761,0.00006296773,0.00003991443,0.000210128,0.00006467957,0.0001714456],"category_scores_gemma":[0.00009486965,0.00004094445,0.00003400799,0.000465086,0.00002560198,0.00009839778,0.00004039941,0.00008595844,0.000003489484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002870865,"about_ca_system_score_gemma":0.00004511038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005685337,"about_ca_topic_score_gemma":0.04883315,"domain_scores_codex":[0.9991533,0.00002949194,0.0002499648,0.0002318069,0.0001657185,0.0001696749],"domain_scores_gemma":[0.999622,0.00008781684,0.00006026809,0.00003970293,0.0001044991,0.00008572279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001325266,0.0000955163,0.1496478,0.00007773129,0.00002291581,0.000001897988,0.2344409,0.00001006817,0.01878315,0.0004633379,0.003138175,0.593186],"study_design_scores_gemma":[0.00004174485,0.00005031923,0.5938885,0.00003307135,0.000003317316,1.975313e-7,0.402167,0.000001825142,0.002524848,0.0003489297,0.0008095301,0.0001307453],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957083,0.00005993735,0.000001336194,0.0005792839,0.0002436219,0.0003297192,0.000001175638,0.00001318453,0.003063469],"genre_scores_gemma":[0.9932017,0.00000984821,0.0002335438,0.00003271129,0.00004305385,0.00003227138,0.00005835338,6.963278e-7,0.006387853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5930552,"threshold_uncertainty_score":0.9685231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05443280319173779,"score_gpt":0.2658303370841707,"score_spread":0.2113975338924329,"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."}}