{"id":"W4412383974","doi":"10.1007/978-3-031-95574-7_1","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"Creative working lives","topic":"Anthropological Studies and Insights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000137876,0.0001843213,0.0003007253,0.00006248921,0.001326503,0.00005453714,0.0001604636,0.0002130964,0.01027497],"category_scores_gemma":[0.0001547903,0.0001501754,0.0001283592,0.00005296831,0.001500561,0.00004229672,0.0000904902,0.0002711641,0.0001613986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764435,"about_ca_system_score_gemma":0.00006710437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003118305,"about_ca_topic_score_gemma":0.0002485542,"domain_scores_codex":[0.9990294,0.0000537052,0.000156927,0.0003489837,0.0002033695,0.0002076265],"domain_scores_gemma":[0.9994225,0.000169828,0.0001360906,0.0001223535,0.0001000615,0.00004918053],"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":[0.000008318838,0.000007158445,0.00002254548,0.000003994163,0.00007732653,0.00000318288,0.003147777,1.660213e-7,2.485502e-7,0.8684927,0.06483126,0.06340534],"study_design_scores_gemma":[0.00003194025,0.00003843847,0.00005163287,0.0001652085,0.00004414914,1.023414e-7,0.004486445,3.308519e-7,0.000002641538,0.04194683,0.9530709,0.0001613747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003786127,0.00456235,0.0001787119,0.003779483,0.001048646,0.0001793001,0.000003190427,0.0001016392,0.9901429],"genre_scores_gemma":[0.003344432,0.009688719,0.000165124,0.0001375155,0.004616052,0.00000685853,0.000009988136,0.000009982399,0.9820213],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8882396,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04375835383447903,"score_gpt":0.3115171419744849,"score_spread":0.2677587881400059,"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."}}