{"id":"W4385594896","doi":"10.59962/9780774831253","title":"Framed","year":2015,"lang":"en","type":"book","venue":"University of British Columbia Press eBooks","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":15,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003264018,0.00006504879,0.0003074573,0.00001888766,0.0004488098,0.00008859981,0.0007875714,0.0003389736,0.0002252746],"category_scores_gemma":[0.00005940239,0.0001761986,0.00011194,0.00001200518,0.0008901239,0.00005051134,0.0003489999,0.0002673143,0.000008937743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383954,"about_ca_system_score_gemma":0.0008350334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6171375,"about_ca_topic_score_gemma":0.8458682,"domain_scores_codex":[0.9988158,0.0001531787,0.0001237215,0.0002071102,0.0004999128,0.0002002754],"domain_scores_gemma":[0.9987442,0.00009386957,0.0002306718,0.0003444821,0.0004382517,0.0001485404],"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":[0.000004639359,0.00001477221,0.00001329374,0.00003179792,0.00006073622,0.00002664841,0.004495549,1.211611e-7,1.357969e-7,0.002240561,0.9459173,0.04719445],"study_design_scores_gemma":[0.000269201,0.00002347456,0.0000609735,0.0002247333,0.00007513191,9.032765e-7,0.001981614,0.00000169941,4.85782e-8,0.003745754,0.9934518,0.0001646119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001735293,0.0009888108,0.000007758283,0.00003935536,0.0002142068,0.0003422921,0.0001724587,0.00006891922,0.9979927],"genre_scores_gemma":[0.0007677992,0.001807658,0.0001910998,0.00002542117,0.0001214536,6.480809e-7,0.00003210143,0.00001215656,0.9970416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2287306,"threshold_uncertainty_score":0.7185172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208002140576924,"score_gpt":0.2294136477533232,"score_spread":0.197333626347554,"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."}}