{"id":"W4381123985","doi":"10.32920/ifmj.v3i2.1739","title":"Reflections","year":2023,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Performative utterance; Public transport; Sociology; Facilitator; Grassroots; Media studies; Narrative; Politics; Psychology; Aesthetics; Political science; Social psychology; Communication; Art; Law; Literature","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":[0.0001950871,0.00007066665,0.0001039269,0.0002022147,0.0004470997,0.0001528425,0.00005906241,0.00002231873,0.003477103],"category_scores_gemma":[0.0001912831,0.00005307287,0.00004081412,0.00004412128,0.0001036319,0.000346436,0.00001901526,0.0003473688,0.0005697565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002315496,"about_ca_system_score_gemma":0.00006242924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003610167,"about_ca_topic_score_gemma":0.0004761915,"domain_scores_codex":[0.9993837,0.00003394642,0.0001640758,0.00008628844,0.0001286591,0.0002032769],"domain_scores_gemma":[0.9993637,0.000233913,0.00007197166,0.00005043114,0.000115683,0.000164342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001057846,0.00006751886,0.000885773,0.00003208412,0.0001020916,0.000190368,0.5409906,0.0000037861,0.0005703541,0.08156443,0.3307328,0.04475444],"study_design_scores_gemma":[0.0002709805,0.0001040186,0.003053469,0.00007658981,0.00001388172,0.0001302289,0.0411719,0.00004758532,0.00008269835,0.009557963,0.9453933,0.00009738485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7694318,0.0002307956,0.00002973236,0.00562771,0.009598736,0.0001155511,0.00004081806,0.0001282438,0.2147966],"genre_scores_gemma":[0.9863943,0.001064339,0.00004268457,0.001373823,0.004174112,0.00001387054,0.00001037462,0.00001333713,0.006913132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6146605,"threshold_uncertainty_score":0.9974338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104818257390243,"score_gpt":0.3820303358747085,"score_spread":0.2715485101356843,"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."}}