{"id":"W2616757304","doi":"10.21810/strm.v7i2.172","title":"MA Defence: “Creativity Within Constraints: Encoding, Production, and Representation in Battlestar Galactica†by Philippa Adams","year":2015,"lang":"en","type":"article","venue":"Stream Interdisciplinary Journal of Communication","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Creativity; Encoding (memory); Representation (politics); Production (economics); Sociology; Psychology; Social psychology; Political science; Law; Cognitive psychology; Economics; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001912112,0.00009520739,0.0001944778,0.0001214406,0.0001290759,0.00009868771,0.0003074066,0.00006488769,0.00002518073],"category_scores_gemma":[0.001272296,0.00008639735,0.00004303107,0.0002375893,0.0007898322,0.001164487,0.000189721,0.0002825805,0.000002478117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972302,"about_ca_system_score_gemma":0.0002366948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008749973,"about_ca_topic_score_gemma":0.0009551956,"domain_scores_codex":[0.9984307,0.0004405872,0.0004799096,0.0001350608,0.0003664705,0.0001472431],"domain_scores_gemma":[0.998526,0.0001960479,0.0004930403,0.0002592738,0.0003426183,0.0001830637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008688855,0.001472205,0.1703271,0.00004477967,0.0001272522,0.00003279528,0.4859852,0.0003384508,0.002066233,0.009154843,0.01999915,0.3095832],"study_design_scores_gemma":[0.002906804,0.001539951,0.04207243,0.002386984,0.0001565474,0.0004752072,0.8617694,0.0002838804,0.003022281,0.06445089,0.02013548,0.0008001567],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8855193,0.0008170666,0.0001667692,0.007756982,0.0003285378,0.0002150738,0.000007480368,0.00001649282,0.1051723],"genre_scores_gemma":[0.9975852,0.00055339,0.0007393754,0.00001617497,0.00008734479,0.000005482736,0.00001152024,0.000006958475,0.0009945561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3757842,"threshold_uncertainty_score":0.3523182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977370515227995,"score_gpt":0.3641000483251446,"score_spread":0.3243263431728646,"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."}}