{"id":"W4376149930","doi":"10.48044/jauf.2023.009","title":"Borrowed Credentials and Surrogate Professional Societies: A Critical Analysis of the Urban Forestry Profession","year":2023,"lang":"en","type":"article","venue":"Arboriculture & Urban Forestry","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Oregon State University","keywords":"Urban forestry; Credentialing; Public relations; Professional development; Service (business); Professional association; Political science; Business; Environmental planning; Medicine; Medical education; Geography; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002803214,0.0002249594,0.0003892886,0.00003660156,0.0009561604,0.00003599594,0.0003880501,0.0003538613,0.0001329774],"category_scores_gemma":[0.0002444497,0.00007312916,0.0003360297,0.001743524,0.0005616889,0.0001397986,0.0004887814,0.0003110653,0.00001561762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002364629,"about_ca_system_score_gemma":0.00002072679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005805377,"about_ca_topic_score_gemma":0.0002786914,"domain_scores_codex":[0.9983209,0.0001540547,0.0003018269,0.0004019229,0.0003892354,0.0004320119],"domain_scores_gemma":[0.999047,0.0004110265,0.0001670749,0.0001116294,0.0001573591,0.0001058843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004477352,0.0001171372,0.8669699,0.00003182909,0.0003249591,0.000009254819,0.0007756702,0.000004363312,0.003694195,0.002033888,0.1258878,0.0001062703],"study_design_scores_gemma":[0.0001505939,0.00009890398,0.9899842,0.00005219063,0.0004819408,0.000001842741,0.003527792,0.00006945895,0.0004174165,0.0006620283,0.004374538,0.0001791319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923985,0.0003034161,1.961472e-7,0.005933938,0.0005285044,0.0002685347,0.0002216444,0.00009750675,0.0002477809],"genre_scores_gemma":[0.9961259,0.00006667459,0.0000146921,0.0002474029,0.0001829519,0.00002909589,0.0001545515,0.000001356355,0.00317736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1230143,"threshold_uncertainty_score":0.735411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428847688389237,"score_gpt":0.2439060272324738,"score_spread":0.2296175503485814,"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."}}