{"id":"W4281491474","doi":"10.32920/ifmj.v2i2.1579","title":"Abstract Machine","year":2022,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filmmaking; Assemblage (archaeology); Transformative learning; Interactivity; Meaning (existential); Computer science; Process (computing); Social media; The Internet; Digital media; Sociology; Multimedia; Aesthetics; World Wide Web; Visual arts; Movie theater; Art; Epistemology; History; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003352431,0.00009546142,0.000234686,0.000186306,0.0003010842,0.00004201183,0.0001046014,0.00001743007,0.005247934],"category_scores_gemma":[0.0002362237,0.00009520911,0.00007837704,0.00006907031,0.00003525914,0.0001655193,0.0001097991,0.0005254382,0.00007616905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000075746,"about_ca_system_score_gemma":0.00001634898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003776128,"about_ca_topic_score_gemma":0.00001836063,"domain_scores_codex":[0.9992814,0.00001178137,0.0003148175,0.000157474,0.0000489221,0.000185622],"domain_scores_gemma":[0.9993839,0.0001580206,0.0002450688,0.00007126942,0.00002298954,0.0001188004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001287396,0.00153459,0.3617965,0.0001068418,0.001575055,0.001536056,0.09770189,0.0001568986,0.00159121,0.06517661,0.3480208,0.1195162],"study_design_scores_gemma":[0.001574878,0.000199639,0.1627607,0.00001884455,0.00001297236,0.0007826831,0.005386026,0.0002282298,0.0001037717,0.02107359,0.8075595,0.0002991306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9004725,0.01734484,0.0002166067,0.004636528,0.006788651,0.0001316257,0.0005166928,0.00002370366,0.06986888],"genre_scores_gemma":[0.9969261,0.0009220337,0.00008677711,0.0004531394,0.0003629698,0.00001687233,0.000008424572,0.00001144381,0.00121224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4595388,"threshold_uncertainty_score":0.9956614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401035874673533,"score_gpt":0.2336139244862704,"score_spread":0.209603565739535,"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."}}