{"id":"W4403262191","doi":"10.1080/10464883.2024.2381430","title":"Toronto’s Terrestrial Reef","year":2024,"lang":"en","type":"article","venue":"Journal of Architectural Education","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Reef; Geography; Architectural engineering; Environmental resource management; Environmental science; Oceanography; Engineering; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001447583,0.00005485358,0.00005808311,0.00002773795,0.00002601651,0.00004688112,0.0001134991,0.0000114722,0.001604729],"category_scores_gemma":[0.00002640387,0.00003778053,0.00006820689,0.00006904647,0.00002430981,0.0002180629,0.0001971419,0.00008896314,0.00006786828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045002,"about_ca_system_score_gemma":0.00004348642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007078288,"about_ca_topic_score_gemma":0.0002954971,"domain_scores_codex":[0.9994666,0.00001992555,0.0001731331,0.00007387743,0.0001841362,0.00008231062],"domain_scores_gemma":[0.9997989,0.00001990327,0.00005445627,0.00006430427,0.000003786762,0.00005863189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002381387,0.00003254116,0.0002184916,0.000006710583,0.00000885255,0.000003911815,0.0004609094,0.0001027715,0.001159879,0.0001250826,0.02389564,0.9739614],"study_design_scores_gemma":[0.0002589319,0.0004607996,0.08868382,0.0001152768,0.00006411291,0.0004648677,0.0004368591,0.0005432511,0.0004528326,0.02282839,0.8854902,0.0002006055],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867964,0.0004589083,0.000698078,0.00607827,0.004532338,0.0001229784,6.035345e-7,0.00002308401,0.1012893],"genre_scores_gemma":[0.9944434,0.00002383195,0.001154631,0.0001118288,0.0006845028,0.000001698194,0.000001185824,0.000004730183,0.003574211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9737608,"threshold_uncertainty_score":0.9993079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004694886530272197,"score_gpt":0.2530304146170674,"score_spread":0.2483355280867952,"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."}}