{"id":"W3009864101","doi":"10.1007/978-981-15-3380-8_27","title":"Genre-ous: The Movie Genre Detector","year":2020,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Authorship Attribution and Profiling","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Film genre; Computer science; Natural language processing; Artificial intelligence; Natural (archaeology); Linguistics; Literature; Art; History; Philosophy; Movie theater","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.001364945,0.000225433,0.0002213041,0.0003991817,0.0009035176,0.0008677659,0.005551332,0.0001315857,0.00001225023],"category_scores_gemma":[0.00009202389,0.0001798175,0.00006491083,0.0005992546,0.0007811715,0.004152996,0.003538298,0.0007111824,0.0002331632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174512,"about_ca_system_score_gemma":0.0003624784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000620296,"about_ca_topic_score_gemma":0.000005149542,"domain_scores_codex":[0.9982283,0.00006464728,0.0006539678,0.0002999336,0.0005088815,0.000244334],"domain_scores_gemma":[0.9966173,0.0002879915,0.0003445529,0.002281123,0.000326198,0.0001428674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001215613,0.000003654356,0.00001469444,0.00001433219,0.000004233279,3.821724e-7,0.002035408,0.00007249495,0.00000350023,0.809213,0.0002527818,0.1883843],"study_design_scores_gemma":[0.0001997411,0.00004909627,0.0007436575,0.0001020471,0.000006880545,0.00003338708,0.00004347534,0.5745452,0.000037166,0.01480264,0.4090516,0.0003850721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00002398358,0.001032344,0.8384513,0.008403372,0.0004782121,0.0005309467,0.0000194198,0.0001930813,0.1508673],"genre_scores_gemma":[0.375908,0.01144311,0.566557,0.03734245,0.0004965716,0.0002077149,0.0002594859,0.00006432337,0.007721263],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7944103,"threshold_uncertainty_score":0.9998291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06717658756664655,"score_gpt":0.2998178060410262,"score_spread":0.2326412184743797,"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."}}