{"id":"W4409410011","doi":"10.53555/sfs.v8i1.3538","title":"Evolving Perspectives: The Changing Landscape Of Literature And Its Modern Interpretations","year":2021,"lang":"hi","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Themes in Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Landscape history; Epistemology; Geography; History; Sociology; Economic geography; Landscape design; Landscape archaeology; Environmental resource management; Philosophy; Environmental science","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002904135,0.0001621555,0.000415917,0.0004576702,0.0004901846,0.001359858,0.0004189757,0.00006332441,0.0005339638],"category_scores_gemma":[0.001309497,0.0001028524,0.0001528274,0.0009874935,0.0007446574,0.001444058,0.0001360583,0.0004285279,4.464949e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000416788,"about_ca_system_score_gemma":0.0002052979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004684833,"about_ca_topic_score_gemma":0.001624534,"domain_scores_codex":[0.9978739,0.0006199387,0.0006122713,0.000210251,0.0004414844,0.0002421561],"domain_scores_gemma":[0.9969568,0.0009829323,0.0005654762,0.0001426962,0.001306487,0.00004556197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004477455,0.00009613681,0.07237748,0.000101266,0.0002011273,0.00003998943,0.9128638,0.0001435336,0.0001294778,0.01269777,0.0007820465,0.000522605],"study_design_scores_gemma":[0.0006509046,0.0006013336,0.06351157,0.004041101,0.000282798,0.000265287,0.9082539,0.009504554,0.0002670597,0.008163831,0.003921949,0.0005356734],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8074914,0.1806554,0.00006360801,0.002290023,0.0008493043,0.00006723986,0.0001390719,0.000003746711,0.008440248],"genre_scores_gemma":[0.9957791,0.00220125,0.0001448407,0.00008373953,0.0002784936,8.906864e-7,0.000003126382,0.000007735486,0.001500816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1882877,"threshold_uncertainty_score":0.9996768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0660458659082656,"score_gpt":0.2629602337875154,"score_spread":0.1969143678792498,"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."}}