{"id":"W6931292155","doi":"10.5281/zenodo.4621128","title":"Filming, writing and transmodal futures of knowledge production","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Ecocriticism and Environmental Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Futures contract; Production (economics); Politics; Knowledge production; Futures studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007491244,0.0006372811,0.000363267,0.002278006,0.006344985,0.02144824,0.001531607,0.002180305,0.01447853],"category_scores_gemma":[0.02087592,0.000390745,0.0003751529,0.00198397,0.02976015,0.0246294,0.009666239,0.003834175,0.001636905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003052875,"about_ca_system_score_gemma":0.002535122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001520007,"about_ca_topic_score_gemma":0.001896145,"domain_scores_codex":[0.9947759,0.003407414,0.0002049636,0.0004573638,0.0007964481,0.0003579169],"domain_scores_gemma":[0.9873052,0.008265666,0.000819354,0.001542769,0.001164952,0.0009019635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006015463,0.00002405558,0.0004348251,0.0003050081,0.0000123331,0.0004225973,0.167897,0.0001346018,0.0008648069,0.7772557,0.01203147,0.04055744],"study_design_scores_gemma":[0.00004732865,0.00006179841,0.001062397,0.001060159,0.00002783282,0.0005044943,0.1514926,0.0004374303,0.001456975,0.4340662,0.4097503,0.00003241949],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.060057,0.01449261,0.02450381,0.05697346,0.00366211,0.00008528686,0.0001265601,0.0001934328,0.8399057],"genre_scores_gemma":[0.9065084,0.007500583,0.009582446,0.0024223,0.001916202,0.0001183191,0.00009152462,0.0003623807,0.07149776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.993655,"threshold_uncertainty_score":0.04843551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02670797671864499,"score_gpt":0.214168146726009,"score_spread":0.187460170007364,"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."}}