{"id":"W1515974527","doi":"10.26522/br.v11i2.371","title":"Communicative Lands, Community Landscapes","year":2011,"lang":"en","type":"article","venue":"The Brock Review","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental planning; Geography; Environmental resource management; Sociology; Linguistics; Environmental science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000230717,0.00007480995,0.0001274743,0.000007895726,0.0005528178,0.00003599399,0.0004996844,0.000008771881,0.0039622],"category_scores_gemma":[0.00002242139,0.00003861433,0.0000556138,0.00002866783,0.00005744435,0.0001424633,0.0001722937,0.0001739159,0.0003178682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004306815,"about_ca_system_score_gemma":0.000002050441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009495102,"about_ca_topic_score_gemma":0.00456774,"domain_scores_codex":[0.999338,0.000336206,0.000135551,0.00004114226,0.00006685805,0.00008218789],"domain_scores_gemma":[0.9993625,0.00007148543,0.00007069393,0.0004279413,0.00005289872,0.00001450088],"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":[0.00002844507,0.0001786424,0.0006862446,0.002466189,0.0001542067,8.76765e-7,0.1284271,1.230032e-7,0.000005197001,0.3332621,0.4981816,0.03660927],"study_design_scores_gemma":[0.00005894372,0.00002510453,0.0007161832,0.0005108427,0.0000541948,5.225837e-7,0.002571613,0.00000294518,0.000002543452,0.003137806,0.9928485,0.00007076645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006492847,0.05508729,0.000002478661,0.0009751865,0.00007884915,0.0004054499,0.000007675086,0.00008447881,0.9368657],"genre_scores_gemma":[0.8729297,0.07311068,0.00005786301,0.006816531,0.0002135805,0.00009853607,0.0001231875,0.00001796736,0.04663195],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8902338,"threshold_uncertainty_score":0.9969483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3496904286589896,"score_gpt":0.2773341899874603,"score_spread":0.07235623867152924,"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."}}