{"id":"W4256743277","doi":"10.5558/tfc78154-1","title":"Institute Affairs","year":2002,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001255481,0.00004390162,0.00004635146,0.000008698321,0.001232599,0.00003742185,0.0001654268,0.00003115175,0.000760251],"category_scores_gemma":[0.0000325201,0.00002793829,0.00004425877,0.0001637526,0.0005572111,0.000149749,0.00004086532,0.00007173949,0.000281123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007527357,"about_ca_system_score_gemma":0.00003524071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062599,"about_ca_topic_score_gemma":0.003674479,"domain_scores_codex":[0.9994604,0.00003070269,0.00006468404,0.00007591926,0.0001559973,0.0002123084],"domain_scores_gemma":[0.9997373,0.00002650368,0.0000221274,0.0001497895,0.00001980272,0.0000445342],"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":[0.000004072749,0.00007918796,0.001338462,0.000007034558,0.00004250303,0.00001308092,0.02645997,0.0007555662,0.00002583728,0.8197491,0.1394289,0.01209632],"study_design_scores_gemma":[0.0001579363,0.00001626626,0.002421643,0.000005238077,0.000009821034,0.00000197501,0.00306681,0.0005801118,0.00001551005,0.002737212,0.9909154,0.00007204484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1844614,0.001947738,0.00004814682,0.03124038,0.0006684249,0.0002088539,0.000004128622,0.0001309354,0.7812899],"genre_scores_gemma":[0.9875907,0.0001601665,0.00002775127,0.00009252456,0.0004991554,0.000007252549,5.815328e-7,0.000003916899,0.01161792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8514865,"threshold_uncertainty_score":0.9480283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241443905201764,"score_gpt":0.2825685281551361,"score_spread":0.2501540891031184,"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."}}