{"id":"W4240030159","doi":"10.7312/wils17211-fm","title":"Frontmatter","year":2014,"lang":"en","type":"book-chapter","venue":"Columbia University Press eBooks","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002119231,0.0007699949,0.0007010511,0.001907278,0.001377999,0.004992942,0.001019458,0.001484254,0.9129629],"category_scores_gemma":[0.00107133,0.00042143,0.0004337231,0.001906827,0.0004419151,0.003535394,0.002377236,0.001600134,0.8378526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009647866,"about_ca_system_score_gemma":0.0006090886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002493011,"about_ca_topic_score_gemma":0.007665574,"domain_scores_codex":[0.9997191,0.00002118395,0.00001195026,0.00006659449,0.0001425428,0.00003862929],"domain_scores_gemma":[0.9996012,0.00006837195,0.00002031454,0.00007087475,0.0001314274,0.0001078942],"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":[0.00001782726,0.00001870688,0.0000759521,0.0001101764,0.00000181999,0.00004726852,0.00008468052,0.00002551375,0.0003216436,0.006954552,0.8803561,0.1119857],"study_design_scores_gemma":[0.00000198619,0.000004083131,0.0001537409,0.00003884544,7.019298e-7,0.00003587536,0.00002940976,0.00001953175,0.00007510999,0.0005828487,0.9990557,0.000002239444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002399861,0.0008293337,0.0003827958,0.0005640638,0.0008357023,0.00002418649,0.001695573,0.0009493647,0.9944791],"genre_scores_gemma":[0.0006471216,0.0003348907,0.0001330965,0.0001638759,0.00009479209,0.000008357195,0.0005357907,0.0002913274,0.9977908],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08703709,"threshold_uncertainty_score":0.1241478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03030585826739396,"score_gpt":0.1686813943221943,"score_spread":0.1383755360548003,"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."}}