{"id":"W4402197876","doi":"10.32920/26862391.v1","title":"Open Woods","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005852227,0.0006625298,0.0004401951,0.001564448,0.003474953,0.006159761,0.001157564,0.001705318,0.4642352],"category_scores_gemma":[0.001964196,0.0004783226,0.0005271992,0.002202602,0.001130653,0.004189292,0.002565929,0.001568126,0.1743235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001640705,"about_ca_system_score_gemma":0.002040925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01432781,"about_ca_topic_score_gemma":0.04335896,"domain_scores_codex":[0.9993846,0.00005271582,0.00002521115,0.0001568583,0.0002764246,0.0001041303],"domain_scores_gemma":[0.9990772,0.00009767909,0.00005136818,0.0002927595,0.0002754137,0.0002056815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001129057,0.00006529071,0.001177923,0.0002275438,0.00001493088,0.0004909733,0.001018325,0.0003489716,0.001647521,0.2052962,0.5452248,0.2443745],"study_design_scores_gemma":[0.000003370511,0.000005299519,0.0004516537,0.0000392951,0.000001882075,0.00007743012,0.0001472852,0.00007686962,0.0001782788,0.004318823,0.994695,0.000004792797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002477045,0.001066751,0.00738312,0.001674388,0.001286073,0.00006763031,0.002871074,0.002214925,0.980959],"genre_scores_gemma":[0.02189066,0.001572319,0.006628088,0.0004659501,0.000272533,0.00007020833,0.003858582,0.001765025,0.9634767],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4642352,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03868750775082171,"score_gpt":0.2774991035935241,"score_spread":0.2388115958427024,"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."}}