{"id":"W4389353001","doi":"10.1130/abs/2023am-391464","title":"WALKING MY OWN PATH, FINDING COMPANY ALONG THE WAY","year":2023,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Path (computing); Computer science; Computer network","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":[0.00163703,0.0001586872,0.0002378381,0.00001831257,0.001115686,0.0001305277,0.0004714119,0.0001541481,0.0003110383],"category_scores_gemma":[0.0003481545,0.0000943816,0.000182353,0.0009712063,0.002134328,0.0002765651,0.00006478431,0.0004764341,0.0001255242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004048063,"about_ca_system_score_gemma":0.0001691718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004235372,"about_ca_topic_score_gemma":0.0001851743,"domain_scores_codex":[0.9977908,0.0002612647,0.0003070353,0.0003061618,0.0006886849,0.000646128],"domain_scores_gemma":[0.9969717,0.002123185,0.0004322306,0.0001883894,0.0001410648,0.0001434174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008443796,0.0008534549,0.2350816,0.0001227562,0.000429596,0.00002337066,0.2250655,0.0005996748,0.00009140767,0.004031281,0.01310062,0.5205163],"study_design_scores_gemma":[0.0002122276,0.0003253895,0.3082485,0.00008464631,0.00005767407,0.000004005725,0.2991761,0.00008253705,0.00002700437,0.001371251,0.3901099,0.0003008509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9248668,0.0002103684,0.00008727166,0.05688944,0.0001916546,0.0005760981,0.000002834692,0.0003259311,0.01684961],"genre_scores_gemma":[0.9908482,0.0002657847,0.00654857,0.001310472,0.0002738439,0.00006264382,0.00002932044,0.00001080937,0.0006503243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5202155,"threshold_uncertainty_score":0.8581069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07978416020980193,"score_gpt":0.340507157674305,"score_spread":0.2607229974645031,"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."}}