{"id":"W7034092373","doi":"","title":"The search for meaning and purpose in a Uro-Oncology practice","year":2024,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Land Use and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Meaning (existential); Perspective (graphical); Term (time); Interpretation (philosophy); Semantics (computer science); Context (archaeology)","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":[0.005185909,0.00006023649,0.0002278651,0.0002318305,0.0005129293,0.00007745749,0.0003804168,0.00005017173,0.00002003914],"category_scores_gemma":[0.0001799421,0.00003745893,0.000160761,0.0006628067,0.0002372308,0.0002541247,0.00008605866,0.0001726745,0.000001136006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002560894,"about_ca_system_score_gemma":0.0002765958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009573551,"about_ca_topic_score_gemma":0.0991668,"domain_scores_codex":[0.9986468,0.0005702895,0.0001995699,0.00008806992,0.000316181,0.0001790817],"domain_scores_gemma":[0.9974812,0.00199876,0.0001849517,0.0000988622,0.0001821937,0.00005408516],"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":[0.01392909,0.0005201166,0.01051864,0.0002101425,0.01784504,0.0008589673,0.3950155,0.02266322,0.0007152527,0.3306544,0.008100687,0.1989689],"study_design_scores_gemma":[0.00198888,0.0004664074,0.001932581,0.00005669916,0.006493745,0.00002346342,0.1365753,0.01993928,0.000002068787,0.005595922,0.8267601,0.0001656497],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8819568,0.002325285,0.03325662,0.04962844,0.002266482,0.0007910625,0.00001467377,0.00002729919,0.02973337],"genre_scores_gemma":[0.9929373,0.00525924,0.0002486474,0.00003710088,0.0003254304,9.939893e-8,0.000001071554,0.000003708155,0.001187449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8186594,"threshold_uncertainty_score":0.9970218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.015301876393411,"score_gpt":0.308252134559341,"score_spread":0.29295025816593,"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."}}