{"id":"W2802947890","doi":"10.1386/eme.17.1.53_1","title":"Two paths to the future","year":2018,"lang":"en","type":"article","venue":"Explorations in Media Ecology","topic":"Social Science and Policy Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001500082,0.00004271406,0.0000695679,0.0001053518,0.0009281284,0.00005030682,0.0004489471,0.00007116486,0.0008591639],"category_scores_gemma":[0.001409329,0.00003192673,0.00001876623,0.001239092,0.0005793305,0.0001648167,0.00005897622,0.0001363336,0.001811312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009825235,"about_ca_system_score_gemma":0.0004131294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001376289,"about_ca_topic_score_gemma":0.6051041,"domain_scores_codex":[0.9986849,0.0004356384,0.0001092247,0.0001376074,0.0002483,0.0003842987],"domain_scores_gemma":[0.9991884,0.000423428,0.00001984988,0.000145311,0.0001124297,0.0001106049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007781751,0.00004708334,0.0228948,4.189889e-7,0.000003042929,0.000004079901,0.5064669,0.000008557566,0.00004807072,0.3347849,0.1088365,0.02689787],"study_design_scores_gemma":[0.0001156162,0.00006004695,0.02557625,0.000001475786,0.000001339519,2.311747e-7,0.1082121,0.00001764823,0.0000267329,0.02299643,0.8429215,0.00007066273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5721846,0.00005200454,0.00008359472,0.3472998,0.005000621,0.0006091822,0.000006457548,0.00005424215,0.07470949],"genre_scores_gemma":[0.9871334,0.0001091892,0.0003168451,0.003595643,0.008055785,0.0002027709,0.000002510038,0.000003787448,0.0005800606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.734085,"threshold_uncertainty_score":0.9989659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07783201771991907,"score_gpt":0.4537942523707842,"score_spread":0.3759622346508651,"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."}}