{"id":"W2555087512","doi":"","title":"ART AS RESEARCH: UNTANGLING THE ECOLOGICAL CITIZEN","year":2010,"lang":"en","type":"article","venue":"QSpace (Queen's University Library)","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen science; Ecology; Geography; Environmental resource management; Environmental planning; Political science; Environmental science; Biology","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000259116,0.000135153,0.0001487379,0.0001740117,0.001631504,0.0003050431,0.0006433169,0.00009211917,0.03509896],"category_scores_gemma":[0.0001514464,0.0000967761,0.00009272579,0.0001621407,0.001594256,0.000664355,0.0005039495,0.001007178,0.002371413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003500535,"about_ca_system_score_gemma":0.0001817281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002088604,"about_ca_topic_score_gemma":0.0005399058,"domain_scores_codex":[0.9983605,0.0003291568,0.00008900044,0.000293515,0.0004194046,0.0005084053],"domain_scores_gemma":[0.9985235,0.0007702754,0.00003912134,0.0003407277,0.0001269466,0.0001994385],"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":[0.00004743075,0.00004657323,0.0008703693,0.000004575065,0.00001882545,0.0001132523,0.001993661,4.65351e-7,0.000004968304,0.6282127,0.3685261,0.0001610735],"study_design_scores_gemma":[0.0001897794,0.0001446057,0.001538087,0.00001055355,0.00001040488,5.829961e-7,0.0359813,0.000007837122,0.0001588883,0.007327019,0.9544942,0.0001367783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.123876,0.000004443722,0.000017879,0.09210301,0.00008658169,0.0002215852,0.00002548364,0.0001494628,0.7835155],"genre_scores_gemma":[0.5299227,0.00003183191,0.00008666405,0.0001785562,0.0002792061,0.00000121147,0.00001195675,0.0000121356,0.4694757],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6208857,"threshold_uncertainty_score":0.9996682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04146785155923743,"score_gpt":0.2570113996214073,"score_spread":0.2155435480621699,"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."}}