{"id":"W2154539546","doi":"10.3402/edui.v3i3.22046","title":"From risk to resilience","year":2012,"lang":"en","type":"article","venue":"Education Inquiry","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Argument (complex analysis); Ethos; Sociology; Psychological resilience; Unemployment; Phenomenon; Empirical research; Political science; Criminology; Public relations; Psychology; Economic growth; Social psychology; Medicine; Law; Epistemology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005134259,0.00005853004,0.00005910142,0.00004916759,0.0004383745,0.00005718312,0.0001916136,0.00006648537,0.0009413862],"category_scores_gemma":[0.0007598146,0.0000636075,0.00003434185,0.0003431296,0.000138161,0.0003187006,0.00002038656,0.00008964582,0.001500874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001631395,"about_ca_system_score_gemma":0.0005650191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006112629,"about_ca_topic_score_gemma":0.0002623622,"domain_scores_codex":[0.9990944,0.0001681119,0.0001221318,0.0001328418,0.0002273105,0.0002552142],"domain_scores_gemma":[0.9991748,0.0001204708,0.00006322624,0.0001951742,0.00009170916,0.0003546634],"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":[0.000002032082,0.0001906493,0.1664981,0.000001168645,0.000004351273,9.942643e-9,0.709309,0.000004690056,0.00002043456,0.02617571,0.07298879,0.02480502],"study_design_scores_gemma":[0.00002737397,0.000004377115,0.2696532,0.000007070898,0.000007944226,5.870719e-8,0.2382898,0.000003122014,0.00001552344,0.001932889,0.4899451,0.0001135852],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507434,0.0002017144,0.001083543,0.003751103,0.01274341,0.000172674,0.000007501686,0.00006946961,0.03122717],"genre_scores_gemma":[0.9806872,0.00004896329,0.003031776,0.001660535,0.005328253,0.00004515376,0.00001719473,0.00000732539,0.009173587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4710193,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04408715996397488,"score_gpt":0.4055891910153144,"score_spread":0.3615020310513395,"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."}}