{"id":"W3090228474","doi":"","title":"Solving the Digital Puzzle: Putting All The Pieces Together","year":2019,"lang":"en","type":"article","venue":"TSpace","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.00721508,0.0008460984,0.0006219118,0.00443946,0.03276761,0.02891,0.001808377,0.005987608,0.04350988],"category_scores_gemma":[0.008484914,0.0004731301,0.0005293306,0.004261143,0.02311487,0.01265092,0.01155242,0.008087305,0.005326609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02098346,"about_ca_system_score_gemma":0.07004049,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.596958,"about_ca_topic_score_gemma":0.8574085,"domain_scores_codex":[0.9963173,0.0009767107,0.0001298222,0.0002657522,0.001173407,0.001136982],"domain_scores_gemma":[0.9955024,0.0008127498,0.0001458384,0.0003184851,0.001564963,0.001655584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003617412,0.00004298136,0.001407056,0.0001908211,0.00001752308,0.0002472892,0.03253828,0.0001266054,0.0003040244,0.105087,0.7596164,0.1003859],"study_design_scores_gemma":[0.000003126122,0.00000428479,0.0007865115,0.0003147035,0.00000760481,0.00008487611,0.06431659,0.00005908368,0.0001076549,0.01337468,0.9209167,0.00002434672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01030831,0.02641315,0.00378662,0.6875283,0.0229765,0.00007710318,0.0002985122,0.0001688656,0.2484427],"genre_scores_gemma":[0.268539,0.06842944,0.01861788,0.09852525,0.008153755,0.0001620167,0.0009821907,0.0006809375,0.5359096],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.596958,"threshold_uncertainty_score":0.8108311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04658693077528469,"score_gpt":0.3248838791527369,"score_spread":0.2782969483774522,"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."}}