{"id":"W7115812930","doi":"","title":"Popular Film and the Effects of Technological Gender","year":2017,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Science Education and Perceptions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Depiction; Subjectivity; Space (punctuation); Popular culture; Social constructionism; Control (management); Critical theory; Popular media","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001157705,0.0001502569,0.0002253796,0.0001285336,0.0002733044,0.00003503252,0.0005409386,0.0003255554,0.09154739],"category_scores_gemma":[0.00007727445,0.0001131352,0.00009879901,0.0001720103,0.0004974146,0.0000685769,0.00004044914,0.0002749324,0.000129947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002275279,"about_ca_system_score_gemma":0.00003955308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001503854,"about_ca_topic_score_gemma":0.0001943363,"domain_scores_codex":[0.9991524,0.0001446708,0.0001075773,0.0003029212,0.0001285387,0.0001639124],"domain_scores_gemma":[0.9991608,0.0001108448,0.0001963044,0.0004313418,0.0000492587,0.00005149556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004033905,0.0001638213,0.003093242,0.0002249418,0.000204728,0.00004769345,0.01434374,7.411356e-7,0.0002224821,0.1593053,0.006069956,0.8159199],"study_design_scores_gemma":[0.002424229,0.00008627433,0.0983355,0.000124163,0.0003238601,0.00001309741,0.05388557,0.000007528805,0.00008977579,0.001564636,0.8428001,0.0003452206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05781083,0.0005648401,0.00003415566,0.0001497188,0.001094112,0.0003364319,0.000007602146,0.00003794466,0.9399644],"genre_scores_gemma":[0.1756719,0.0001080079,0.00004793961,0.00004632708,0.00003244474,0.000003505565,0.00003171437,0.000009239178,0.8240489],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8367302,"threshold_uncertainty_score":0.909283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02844758304572396,"score_gpt":0.2899287492002132,"score_spread":0.2614811661544892,"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."}}