{"id":"W4200312812","doi":"10.37281/drcsf/2.2.8","title":"The role of innovation in our accelerating future","year":2021,"lang":"en","type":"article","venue":"","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Pace; Action (physics); Population; Humanity; Environmental ethics; Political science; Ideology; Scientific progress; World population; Sociology; Law; Geography; Politics; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007931016,0.000553569,0.0005854233,0.002361255,0.005957555,0.01333451,0.0009890652,0.005943638,0.009680149],"category_scores_gemma":[0.008406814,0.00024438,0.0006162452,0.00165185,0.03055164,0.01865208,0.006869049,0.006052575,0.001576021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00834051,"about_ca_system_score_gemma":0.006379658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003625545,"about_ca_topic_score_gemma":0.002480064,"domain_scores_codex":[0.9941789,0.002360432,0.000163586,0.0008244186,0.001278289,0.001194386],"domain_scores_gemma":[0.9924079,0.00401805,0.0006053114,0.0006093769,0.001026757,0.001332542],"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":[0.00001155815,0.000009862011,0.0002227311,0.0000685487,0.000004508287,0.0000839708,0.001823863,0.0001565471,0.00007513145,0.9837745,0.005095122,0.008673631],"study_design_scores_gemma":[0.00001661023,0.00003563764,0.0006170924,0.0003853514,0.000008938755,0.0002062809,0.00217447,0.0003431852,0.0001720011,0.718767,0.2772435,0.00002995278],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02513359,0.06904839,0.009326699,0.266678,0.003469752,0.00006904427,0.0001236179,0.0002210639,0.6259298],"genre_scores_gemma":[0.8660537,0.05317318,0.00750733,0.02136657,0.00367446,0.0001733132,0.00007623961,0.0001222962,0.04785293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01333451,"threshold_uncertainty_score":0.06051493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901497043203688,"score_gpt":0.3356420257384568,"score_spread":0.3166270553064199,"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."}}