{"id":"W4400854987","doi":"10.1016/j.gfs.2024.100790","title":"Tertiary stakeholders in food systems analysis: A Northern Quebec (Canada) example","year":2024,"lang":"en","type":"article","venue":"Global Food Security","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Business; Food systems; Geography; Environmental resource management; Environmental planning; Agricultural economics; Food security; Regional science; Agriculture; Economics; Archaeology","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":[0.003524413,0.0003952201,0.0003319375,0.001524545,0.01171294,0.004900706,0.001411261,0.001968055,0.007440079],"category_scores_gemma":[0.005238322,0.000233976,0.0006666905,0.005433389,0.002371827,0.001395467,0.00186286,0.001709678,0.0004038436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09345759,"about_ca_system_score_gemma":0.09530754,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927698,"about_ca_topic_score_gemma":0.9974844,"domain_scores_codex":[0.9976088,0.0008786155,0.0000367748,0.0001102411,0.000464833,0.0009006907],"domain_scores_gemma":[0.9947175,0.001725624,0.0001445777,0.000119518,0.002436619,0.000856277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006548006,0.0007634954,0.1090856,0.0005922613,0.0002559703,0.006685287,0.0312251,0.04520892,0.001727146,0.406163,0.1814391,0.2161994],"study_design_scores_gemma":[0.0005457322,0.0002981313,0.177339,0.0009997798,0.0003104614,0.0008574984,0.1721714,0.08407215,0.001792655,0.07969418,0.4816693,0.000249788],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4976127,0.006174078,0.02332102,0.06751071,0.0002522623,0.0009919561,0.002881784,0.0002462634,0.4010092],"genre_scores_gemma":[0.9033108,0.002319055,0.01915901,0.00327135,0.00004981015,0.0002296708,0.0006274435,0.00007555868,0.07095733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09345759,"threshold_uncertainty_score":0.6780854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050018511307736,"score_gpt":0.194520366115351,"score_spread":0.1740201810022736,"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."}}