{"id":"W4246687283","doi":"10.5153/sro.889","title":"Trees Don't Talk: A Methodological Account of a Forest Sociologist in Mexico","year":2004,"lang":"en","type":"article","venue":"Sociological Research Online","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Forester; Privilege (computing); Sociology; Nationality; Introspection; Field (mathematics); State (computer science); Epistemology; Social science; Immigration; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004567232,0.0001909417,0.0004221639,0.0001292577,0.0001460774,0.0000184431,0.0008031481,0.0003532007,0.00358724],"category_scores_gemma":[0.003344506,0.0001256465,0.0001629668,0.0006777571,0.003534082,0.0001259565,0.0009930722,0.0009151241,0.0004178305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004211427,"about_ca_system_score_gemma":0.00004418901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002338601,"about_ca_topic_score_gemma":0.00362558,"domain_scores_codex":[0.9965106,0.0009530319,0.0004408947,0.0005129272,0.0006849109,0.0008976225],"domain_scores_gemma":[0.9980826,0.001320284,0.00008901375,0.0003255161,0.0000282603,0.0001543558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005111818,0.002823142,0.8945227,0.00004189928,0.00004766835,0.0002292861,0.001282162,0.01481871,0.006641534,0.0648976,0.006606114,0.007577968],"study_design_scores_gemma":[0.00108688,0.001040441,0.7668208,0.00002763409,0.000005034226,0.000002864213,0.0004770509,0.0003425649,0.0001169036,0.2208212,0.009040276,0.0002183674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822487,0.0001374498,0.0001450797,0.005833675,0.00003187411,0.0004205796,0.00002878222,0.00004675658,0.01110706],"genre_scores_gemma":[0.9922296,0.0003847673,0.005956759,0.0003847982,0.0001020178,0.00005906893,0.00005164498,0.00001075021,0.0008206082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1559236,"threshold_uncertainty_score":0.9991778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2885492745114202,"score_gpt":0.478475526571927,"score_spread":0.1899262520605068,"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."}}