{"id":"W4410313847","doi":"10.32920/ifmj.v5i1-2.2343","title":"Addressing ‘Us’ and ‘Them’","year":2025,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political 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":[0.008469303,0.0009375339,0.0007142162,0.001050752,0.01345907,0.01599014,0.001950515,0.009230954,0.0118722],"category_scores_gemma":[0.01204673,0.0003098474,0.0007526073,0.0009457276,0.03673128,0.01933427,0.01963864,0.01157035,0.002370411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003615091,"about_ca_system_score_gemma":0.006654508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002101136,"about_ca_topic_score_gemma":0.002717275,"domain_scores_codex":[0.9856903,0.009713172,0.0003501734,0.001184412,0.001389746,0.001672251],"domain_scores_gemma":[0.9910457,0.003630619,0.0008692996,0.001427446,0.0009507827,0.00207617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003497946,0.0001154952,0.001903516,0.0004011687,0.00003936565,0.0007285033,0.3579717,0.0001282582,0.001396934,0.5224706,0.0458015,0.06900797],"study_design_scores_gemma":[0.000009860942,0.00005940458,0.0005128194,0.0005985189,0.00002304052,0.000742375,0.1693931,0.0001216925,0.0007718297,0.1122672,0.7154691,0.00003100808],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1061958,0.02340007,0.02542923,0.3922431,0.009168737,0.0001491907,0.00008307727,0.000383437,0.4429474],"genre_scores_gemma":[0.8298769,0.007733355,0.008625634,0.06314499,0.002111375,0.0001939966,0.00009453676,0.0004045995,0.08781461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01599014,"threshold_uncertainty_score":0.04479045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6495111535166436,"score_gpt":0.6695833465657923,"score_spread":0.02007219304914876,"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."}}