{"id":"W3083242054","doi":"10.5194/egusphere-egu2020-18416","title":"Theory of change for the mineral Exploration - INFACT project","year":2020,"lang":"en","type":"article","venue":"","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Business; Political science; Ecology; Biology","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":[0.01544951,0.0009378255,0.0008321155,0.002357818,0.005313536,0.01017636,0.002878804,0.005013754,0.02492558],"category_scores_gemma":[0.01987553,0.0004574738,0.001682033,0.002780233,0.02079317,0.01127467,0.008954096,0.00443557,0.002238686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01164248,"about_ca_system_score_gemma":0.01141255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008176807,"about_ca_topic_score_gemma":0.00450214,"domain_scores_codex":[0.9847389,0.01217734,0.0002489597,0.001228621,0.0008598079,0.0007463191],"domain_scores_gemma":[0.9816697,0.01329049,0.0006750858,0.002037104,0.001151376,0.00117617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001331219,0.00003204881,0.0003555229,0.00007784664,0.000009500453,0.00004755762,0.002649134,0.0007017662,0.00001115885,0.9838253,0.005015585,0.007261252],"study_design_scores_gemma":[0.00003775196,0.00003375001,0.0006228949,0.0004143326,0.00001615609,0.00009449702,0.006212753,0.004097805,0.0000755868,0.8323468,0.1560308,0.00001702978],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02540264,0.008009184,0.1501151,0.1034641,0.001408713,0.0006105377,0.0008091057,0.0004795228,0.7097011],"genre_scores_gemma":[0.8697116,0.004423216,0.06693569,0.004461543,0.0001800014,0.002373465,0.0007837947,0.0003414306,0.05078932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02492558,"threshold_uncertainty_score":0.08447242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459408722138305,"score_gpt":0.2568883997585565,"score_spread":0.1109475275447261,"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."}}