{"id":"W6930835411","doi":"10.5281/zenodo.4627169","title":"Filming, writing and transmodal futures of knowledge production","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Nuclear Receptors and Signaling","field":"Neuroscience","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":[0.00833622,0.0006273734,0.000389262,0.002270418,0.006104606,0.02057532,0.001478357,0.002258595,0.01386198],"category_scores_gemma":[0.02452289,0.0004064119,0.0004025698,0.00174716,0.02836342,0.02381139,0.009277857,0.004151255,0.001679957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003011917,"about_ca_system_score_gemma":0.002557072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001507185,"about_ca_topic_score_gemma":0.001946633,"domain_scores_codex":[0.9946046,0.003444201,0.0002263609,0.0004741222,0.0008797865,0.0003708668],"domain_scores_gemma":[0.9850036,0.009868948,0.0009670176,0.001648906,0.001481873,0.001029683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007103455,0.00002378061,0.0004893696,0.0003720173,0.00001773484,0.0004418155,0.1708122,0.0001497929,0.001041754,0.7573195,0.01970259,0.04955854],"study_design_scores_gemma":[0.00004387769,0.00005617589,0.001087791,0.001073773,0.00002908392,0.000520301,0.1303539,0.0004144812,0.001445104,0.3973275,0.4676105,0.00003746121],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06141174,0.02193068,0.03472105,0.1033543,0.0072225,0.0001005129,0.0001703774,0.0002775862,0.7708112],"genre_scores_gemma":[0.8943735,0.01069602,0.01222144,0.00427429,0.003556193,0.0001458063,0.0001124326,0.0005338665,0.07408642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9938954,"threshold_uncertainty_score":0.04637295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0451310241941997,"score_gpt":0.2609741436042157,"score_spread":0.215843119410016,"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."}}