{"id":"W7024476619","doi":"","title":"Rich Pictures of the Future","year":2017,"lang":"en","type":"other","venue":"Edinburgh Napier Research Repository (Edinburgh Napier University)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures contract; Set (abstract data type); Relation (database); Transition (genetics); Position (finance); Higher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006017109,0.0005999245,0.0001370111,0.0009488048,0.00175414,0.002159557,0.0004488364,0.001384901,0.03340686],"category_scores_gemma":[0.001835461,0.0002130183,0.0003447258,0.0007981217,0.001344298,0.003639469,0.002268898,0.001658801,0.005119113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000716808,"about_ca_system_score_gemma":0.0004774996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002158408,"about_ca_topic_score_gemma":0.006193767,"domain_scores_codex":[0.9996159,0.0002290237,0.000008248213,0.00003186121,0.00007608833,0.00003875445],"domain_scores_gemma":[0.9995097,0.0002148414,0.00003738536,0.00006561116,0.00007648581,0.00009593561],"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":[0.0004091813,0.0001461591,0.006126459,0.001074401,0.00005150199,0.006266301,0.3374332,0.002003626,0.01077245,0.1809106,0.3217017,0.1331044],"study_design_scores_gemma":[0.000008817636,0.00008186128,0.004097656,0.0002667445,0.00001716603,0.002257592,0.07028988,0.0004817789,0.0008327838,0.006482274,0.9151373,0.00004621371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1861837,0.004151261,0.02148774,0.01376319,0.001167683,0.0002266902,0.00234395,0.0006560413,0.7700197],"genre_scores_gemma":[0.7940314,0.004745028,0.01448864,0.001633557,0.0002012684,0.0001905927,0.0008738169,0.0002736769,0.183562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03340686,"threshold_uncertainty_score":0.111757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03855579563477807,"score_gpt":0.3440015135063316,"score_spread":0.3054457178715536,"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."}}