{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003040546,0.00006747803,0.00009485133,0.000132585,0.0003780287,0.00002453385,0.00005939662,0.00004679865,0.001117191],"category_scores_gemma":[0.0003347115,0.00005315964,0.00003314063,0.0001069518,0.00002701036,0.0003032335,0.0000346285,0.0005440431,0.00123493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000974708,"about_ca_system_score_gemma":0.0001898727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005154475,"about_ca_topic_score_gemma":0.00003747425,"domain_scores_codex":[0.9992307,0.00009567879,0.0001997445,0.00009153361,0.0001195271,0.0002627569],"domain_scores_gemma":[0.9987361,0.0008492502,0.0001070436,0.00005481999,0.00007058815,0.0001822042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002327809,0.00008363475,0.04386311,0.00006186908,0.0001078453,0.00007261028,0.0839621,0.00000575265,0.0007873014,0.0003334503,0.7630866,0.1074029],"study_design_scores_gemma":[0.001227353,0.0001580506,0.2266924,0.0008701761,0.00003688431,0.0001353284,0.08299516,0.0001278852,0.0002666291,0.01042037,0.6768064,0.0002633046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720449,0.0002158863,0.00003667376,0.002154811,0.007325575,0.0000807032,0.00001054719,0.00005048807,0.01808038],"genre_scores_gemma":[0.9898092,0.0007466539,0.00004036904,0.0007358754,0.001334011,0.00001376755,0.00002232699,0.00001157274,0.007286227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1828293,"threshold_uncertainty_score":0.9997959,"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."}}