{"id":"W7117153306","doi":"10.17605/osf.io/4tajd","title":"Encouraging Conservation Behavior Through Nature Awareness in Voluntary Private Land Programs","year":2025,"lang":"en","type":"preprint","venue":"Open Science Framework","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stewardship (theology); Environmental stewardship; Biodiversity; Thematic analysis; Scale (ratio); Psychological intervention; Biodiversity conservation; Intervention (counseling); Gap analysis (conservation); Qualitative property","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01130856,0.0003570288,0.0003479847,0.0007231768,0.002273539,0.001690987,0.001314294,0.00097913,0.003982262],"category_scores_gemma":[0.01921509,0.0004898324,0.0004985789,0.0006170727,0.002102758,0.001548691,0.004617366,0.001571738,0.0003845219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002679129,"about_ca_system_score_gemma":0.008430422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00484281,"about_ca_topic_score_gemma":0.01274971,"domain_scores_codex":[0.9901584,0.006617503,0.0003040571,0.000635519,0.0009045787,0.001379953],"domain_scores_gemma":[0.9891421,0.005161245,0.001524664,0.001204045,0.000556182,0.002411769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001883285,0.08343839,0.06357133,0.001739505,0.0001086995,0.0004969659,0.1116856,0.003217919,0.008496121,0.01041487,0.0060805,0.7088668],"study_design_scores_gemma":[0.003465017,0.07314854,0.6254745,0.003357597,0.0003781916,0.0004849944,0.09707285,0.01230053,0.01909336,0.02964122,0.135202,0.0003811455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722944,0.00006283234,0.005188156,0.001061326,0.00005285909,0.006751087,0.0001037045,0.0001020751,0.01438367],"genre_scores_gemma":[0.9669844,0.0001152037,0.01607846,0.0003981587,0.00002394152,0.01345494,0.00012084,0.00001293382,0.002811212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01130856,"threshold_uncertainty_score":0.05980605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02520497473745305,"score_gpt":0.3300638802237825,"score_spread":0.3048589054863295,"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."}}