{"id":"W4394814177","doi":"10.4324/9781003219484-26","title":"From “What If?” To “What Diff?” and Back Again","year":2024,"lang":"en","type":"book-chapter","venue":"Focal Press eBooks","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008564052,0.0003904356,0.0004343489,0.0000927343,0.0001895826,0.001902574,0.0002350408,0.0001871078,0.006973905],"category_scores_gemma":[0.000008723463,0.0003143847,0.0001306947,0.000001502441,0.0005776595,0.0002203221,0.0004613931,0.0004934223,0.002566043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000467979,"about_ca_system_score_gemma":0.00002611481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005106664,"about_ca_topic_score_gemma":0.0002334791,"domain_scores_codex":[0.9983665,0.00002559797,0.0002833351,0.0005951371,0.0003900971,0.000339327],"domain_scores_gemma":[0.9990296,0.0002201516,0.00005229916,0.0003452332,0.00008503476,0.0002676362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005549588,0.000006965842,9.531425e-8,0.0001031707,0.0001698549,0.00007666743,0.01343714,2.094623e-7,0.000004564956,0.890395,0.02141003,0.07434084],"study_design_scores_gemma":[0.0001290106,0.0001231707,8.909633e-7,0.001209004,0.00008131838,0.000001394749,0.002187889,0.00004428115,0.00002803548,0.09609391,0.8997516,0.0003494884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005723393,0.007853189,0.00007173444,0.0001862442,0.0004540282,0.0004631242,0.00034679,0.00007254845,0.9904951],"genre_scores_gemma":[0.004789439,0.000692456,0.00002518301,0.0003298886,0.002035903,0.00004134588,0.00006629412,0.0001011009,0.9919184],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8783416,"threshold_uncertainty_score":0.9999308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07940095109507166,"score_gpt":0.2814791456224439,"score_spread":0.2020781945273722,"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."}}