{"id":"W7043811478","doi":"","title":"They're Difficult But They Can Make You Better | Protecting Our Inner Fortress From Fear","year":2024,"lang":"en","type":"other","venue":"Internet Archive (Internet Archive)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Notice; Fortress (chess); Sign (mathematics); Government (linguistics); Action (physics)","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0006624487,0.003451373,0.002742348,0.002481058,0.0001265078,0.001198865,0.004448309,0.0008575515,0.006067406],"category_scores_gemma":[0.0003165112,0.002893837,0.001648868,0.000340858,0.0005431463,0.0001406653,0.004530543,0.006157789,0.04300694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004183357,"about_ca_system_score_gemma":0.0002880417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2753185,"about_ca_topic_score_gemma":0.5817137,"domain_scores_codex":[0.986848,0.001816358,0.002056057,0.004609383,0.001845359,0.002824868],"domain_scores_gemma":[0.993831,0.0004994727,0.001662997,0.002921783,0.0001312898,0.0009534877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000741015,0.0004047618,0.001088247,0.0006424379,0.004229881,0.00175296,0.03480282,0.00001880011,0.00312775,0.0005180244,0.9504365,0.002236858],"study_design_scores_gemma":[0.002137936,0.0004921427,0.000636522,0.01051724,0.0009209749,0.0002058298,0.002681415,0.001711722,0.001473614,0.006558892,0.9689758,0.003687888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02382255,0.0009324776,0.001787736,0.001016328,0.00419653,0.005323491,0.04528859,0.004018947,0.9136134],"genre_scores_gemma":[0.1404283,0.00007423566,0.002930927,0.0007157112,0.005001572,0.001061947,0.005162671,0.007374789,0.8372498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3063952,"threshold_uncertainty_score":0.999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659266558617842,"score_gpt":0.2511551100784042,"score_spread":0.2345624444922258,"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."}}