{"id":"W7018573875","doi":"","title":"Discourse lines:visualising current policy and media storylines of opportunity and disadvantage with narrative exploration maps","year":2023,"lang":"en","type":"article","venue":"Monash University Research Portal (Monash University)","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Paul Ramsay Foundation","keywords":"Disadvantage; Narrative; Visualization; Variety (cybernetics); Data visualization","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005221788,0.0001850383,0.0002525598,0.001727312,0.0005873513,0.00009526828,0.0006069932,0.00006883169,0.00001089806],"category_scores_gemma":[0.0001978963,0.0001914286,0.00004392413,0.003282643,0.0008294096,0.002324632,0.001062313,0.0002764075,0.00000464712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000090681,"about_ca_system_score_gemma":0.0005513118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002324129,"about_ca_topic_score_gemma":0.0005075833,"domain_scores_codex":[0.9979035,0.00031609,0.0001538066,0.00051982,0.0007138493,0.0003929065],"domain_scores_gemma":[0.9982821,0.0002578801,0.0001401585,0.0003597379,0.00049746,0.0004626147],"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":[0.0003363608,0.0006471412,0.02285199,0.0003391261,0.0002028991,0.002608403,0.03347977,0.0002833851,0.0009583608,0.9048259,0.007130813,0.02633583],"study_design_scores_gemma":[0.009414962,0.001822156,0.04088467,0.001093766,0.0002479408,0.00007675774,0.591916,0.09926029,0.001429457,0.007270644,0.2437523,0.002831068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651942,0.00007398823,0.02740713,0.002327563,0.000119322,0.0004947043,0.0004111687,0.0002899558,0.00368197],"genre_scores_gemma":[0.992885,0.002009125,0.0005537838,0.00001778649,0.00006753482,2.452843e-7,0.0003789994,0.00001656345,0.004070967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8975553,"threshold_uncertainty_score":0.7806232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086332471142553,"score_gpt":0.3768628613435764,"score_spread":0.2682296142293211,"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."}}