{"id":"W4381093593","doi":"10.32920/ifmj.v3i2.1792","title":"Polyphonic Documentary","year":2023,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polyphony; Storytelling; Reflexivity; Context (archaeology); Presentation (obstetrics); Digital storytelling; Construct (python library); Key (lock); Process (computing); Visual arts; Computer science; Sociology; Multimedia; Art; Narrative; History; Pedagogy; Literature; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002543256,0.0005946329,0.0003021908,0.001353043,0.002914553,0.004704387,0.001336023,0.001766606,0.06297598],"category_scores_gemma":[0.007625734,0.000193519,0.0004727433,0.001024534,0.002392309,0.003473131,0.0060616,0.001818324,0.007976588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027179,"about_ca_system_score_gemma":0.001604267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006521813,"about_ca_topic_score_gemma":0.001360144,"domain_scores_codex":[0.9976193,0.0008798725,0.0001225059,0.0003567543,0.0007949842,0.0002265145],"domain_scores_gemma":[0.9958204,0.002039323,0.0002791787,0.0007687111,0.0003961522,0.0006962332],"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":[0.0006943452,0.0003783884,0.001244406,0.003408423,0.00002550547,0.001655635,0.04800024,0.0005014085,0.01452574,0.1610322,0.1679141,0.6006196],"study_design_scores_gemma":[0.00003795983,0.0002590684,0.0009718322,0.0004661586,0.00001174716,0.001238524,0.004527782,0.0002444527,0.00300524,0.005918675,0.9832933,0.00002526187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06932244,0.007494834,0.08077189,0.0127034,0.009171729,0.002549325,0.002156884,0.002134075,0.8136955],"genre_scores_gemma":[0.4421701,0.007191633,0.1261401,0.005577346,0.003138406,0.003781688,0.002218304,0.001281281,0.4085012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06297598,"threshold_uncertainty_score":0.2106756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04576142405995155,"score_gpt":0.4153124814565281,"score_spread":0.3695510573965766,"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."}}