{"id":"W2774628695","doi":"10.3167/fcl.2017.790107","title":"Soft skills, hard rocks","year":2017,"lang":"en","type":"article","venue":"Focaal","topic":"Mining and Resource Management","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Soft skills; Work (physics); Value (mathematics); Training (meteorology); Sign (mathematics); Wage; Public relations; Political science; Business; Sociology; Management; Law; Geography; Engineering; Economics; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004237585,0.0002773072,0.0001539537,0.0009342239,0.005546255,0.00491768,0.0005056992,0.001439599,0.02205467],"category_scores_gemma":[0.001230999,0.00009593055,0.00008047569,0.0007361643,0.00921094,0.002044498,0.002604095,0.002086458,0.002501235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007891398,"about_ca_system_score_gemma":0.01461778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1772392,"about_ca_topic_score_gemma":0.4286838,"domain_scores_codex":[0.9994345,0.00008554404,0.00001050389,0.00006094929,0.0002395925,0.0001688339],"domain_scores_gemma":[0.9993705,0.0001112342,0.00004772863,0.00001790643,0.0000844223,0.0003681318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006203412,0.00022041,0.006319468,0.0006633694,0.000006504372,0.0006019016,0.03290569,0.0002169246,0.001639146,0.4890321,0.1335015,0.3348308],"study_design_scores_gemma":[0.000005798452,0.00004118022,0.01044933,0.0007631111,0.000003413526,0.0003199795,0.02349061,0.00005757179,0.0002611952,0.05481035,0.9097865,0.00001107754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06161536,0.05586475,0.001652448,0.08389229,0.002198736,0.00003858911,0.0001228052,0.00006499847,0.7945499],"genre_scores_gemma":[0.5544296,0.04558586,0.001938997,0.02233699,0.0008943303,0.00005603495,0.0001067166,0.00008792781,0.3745635],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1772392,"threshold_uncertainty_score":0.3524151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009629433808545676,"score_gpt":0.2085500025159155,"score_spread":0.1989205687073698,"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."}}