{"id":"W269935524","doi":"","title":"Signs of an Impending Hard Disk Crash","year":2004,"lang":"en","type":"article","venue":"Teacher librarian","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Crash; Computer science; Psychology; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001414581,0.0001333773,0.0002858869,0.00009439765,0.00005373321,0.0000312797,0.0001279048,0.00009580787,0.0008906442],"category_scores_gemma":[0.00003477121,0.0001099608,0.0001124862,0.0001298637,0.0001161381,0.0004216639,0.0000328133,0.0001753596,0.00004698404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002710274,"about_ca_system_score_gemma":0.0001034774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004995727,"about_ca_topic_score_gemma":0.000003964677,"domain_scores_codex":[0.9991055,0.00002835096,0.0002644536,0.0001877491,0.000202316,0.0002116842],"domain_scores_gemma":[0.9993357,0.0000122703,0.00006866317,0.0003941371,0.00001443173,0.0001748058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0006660458,0.003529544,0.2857355,0.000762248,0.0009503718,0.0003312401,0.03026486,0.00006197669,0.1653484,0.4660509,0.001980332,0.04431863],"study_design_scores_gemma":[0.009257927,0.00288645,0.7431159,0.0005670743,0.0005990923,0.0001814946,0.005196964,0.0001670906,0.1568802,0.07510555,0.005242477,0.000799808],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407752,0.00008164763,0.001313326,0.0005861046,0.00007649725,0.0002256263,0.00001255292,0.0001689808,0.05676003],"genre_scores_gemma":[0.98917,0.000002918838,0.009494112,0.0001514935,0.0001974629,0.00000629765,0.00005513357,0.00003528036,0.0008872999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4573804,"threshold_uncertainty_score":0.9751929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02773516994231714,"score_gpt":0.2777161309815254,"score_spread":0.2499809610392082,"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."}}