{"id":"W7079825054","doi":"10.26108/p9sj-4f13","title":"Navigating the tides of change: community futures planning in Scots Bay, Nova Scotia","year":2023,"lang":"en","type":"other","venue":"AcadiaU-DEV","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scots; Nova scotia; Participatory action research; General partnership; Participatory planning; Community development; Estate; Government (linguistics); Rural settlement; Citizen journalism","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":[0.0009112389,0.0002586031,0.0003498697,0.00008188139,0.0001407096,0.00005076368,0.001978402,0.0003486777,0.0001105245],"category_scores_gemma":[0.0003187603,0.0002030063,0.00007409103,0.0006228224,0.000145669,0.0001019135,0.0008093969,0.001709392,0.00007430723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002347922,"about_ca_system_score_gemma":0.00004779735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01065866,"about_ca_topic_score_gemma":0.005308586,"domain_scores_codex":[0.9985355,0.0002303563,0.000299775,0.0003014897,0.0002436877,0.000389226],"domain_scores_gemma":[0.9982323,0.0004474987,0.0003348344,0.0008953983,0.00003781773,0.00005213936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002248741,0.0003141146,0.149106,0.003141298,0.000483111,0.0004026275,0.08449102,0.001111142,0.001066716,0.01294542,0.5602463,0.1866697],"study_design_scores_gemma":[0.002542593,0.0003586529,0.2367305,0.0436261,0.0001263681,0.0001977174,0.01221797,0.007317659,0.008768992,0.02355034,0.6600494,0.004513712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0515212,0.01091744,0.001272329,0.01215133,0.004332188,0.001908638,0.00009045508,0.002401292,0.9154052],"genre_scores_gemma":[0.9537953,0.00016887,0.003238024,0.001237174,0.001328586,0.00005891402,0.00004916171,0.0002226407,0.03990129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9022741,"threshold_uncertainty_score":0.9959295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08631338959777947,"score_gpt":0.3254769353067393,"score_spread":0.2391635457089598,"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."}}