{"id":"W4399878609","doi":"10.1002/9781394302208.ch10","title":"Collective Strategies and Positioning","year":2024,"lang":"en","type":"other","venue":"","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006792602,0.0008442542,0.0005063576,0.002846879,0.008238868,0.0130385,0.001184401,0.002963746,0.00995629],"category_scores_gemma":[0.005217108,0.0002325655,0.0004795906,0.002008819,0.02483112,0.006310076,0.00865712,0.001659834,0.001604341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00648296,"about_ca_system_score_gemma":0.004886305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008775412,"about_ca_topic_score_gemma":0.01059372,"domain_scores_codex":[0.992765,0.004030567,0.0001651314,0.001064228,0.0009631438,0.001012078],"domain_scores_gemma":[0.997372,0.0009248144,0.0003587846,0.000340356,0.0004030413,0.0006009435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001560539,0.00002168131,0.002209174,0.0001370038,0.00002449973,0.0003143196,0.1175384,0.0004783112,0.000587419,0.8271287,0.00518134,0.04636339],"study_design_scores_gemma":[0.000009664242,0.00008525446,0.004329175,0.0004475549,0.000018385,0.0003728968,0.1444684,0.0005661097,0.0004153646,0.2201822,0.6290601,0.00004493735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1042538,0.006370482,0.04199461,0.02047022,0.0006470052,0.0002147118,0.0001050819,0.0001976863,0.8257465],"genre_scores_gemma":[0.9266401,0.002210161,0.01081132,0.0009333987,0.0001212256,0.0001543232,0.00009898634,0.0001056687,0.05892484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0130385,"threshold_uncertainty_score":0.04703736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100961026583925,"score_gpt":0.2172521606104697,"score_spread":0.2071560579520772,"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."}}