{"id":"W4292452118","doi":"10.26686/wgtn.20454888","title":"One Big Front Yard","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yard; Bay; Geography; Quarter (Canadian coin); Population; Space (punctuation); Political science; Engineering; Sociology; Archaeology; Computer science; Demography; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007115147,0.001484333,0.0008565856,0.001513538,0.005202841,0.009877024,0.001880284,0.003152032,0.8608518],"category_scores_gemma":[0.003006996,0.0007274284,0.000859778,0.001174896,0.000904495,0.006565854,0.008301489,0.004001188,0.6937892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001537237,"about_ca_system_score_gemma":0.002861776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006134867,"about_ca_topic_score_gemma":0.01438188,"domain_scores_codex":[0.9990968,0.000110725,0.00003923069,0.0002006968,0.0003635709,0.00018904],"domain_scores_gemma":[0.9973068,0.0001700875,0.00006787699,0.0002267121,0.0008293688,0.001399103],"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":[0.00004131973,0.00003849447,0.0001471502,0.00006386604,0.000003051714,0.0001259541,0.0001035344,0.00003833708,0.0001729429,0.002405813,0.9489117,0.04794786],"study_design_scores_gemma":[0.000004641736,0.0000145069,0.000170358,0.00003716263,0.000001349703,0.00005862941,0.0002015024,0.00002849089,0.00004184612,0.0003681117,0.9990678,0.000005586121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001345188,0.002118712,0.001815287,0.01250834,0.02137333,0.0002229027,0.002239611,0.00302601,0.9553505],"genre_scores_gemma":[0.002196642,0.0005102261,0.0004845472,0.001857823,0.0009761103,0.0000357853,0.0006378191,0.0006146322,0.9926864],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8608518,"threshold_uncertainty_score":0.198478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009719717546347673,"score_gpt":0.2106309933663921,"score_spread":0.2009112758200444,"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."}}