{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002596544,0.00005128108,0.00008942396,0.00007644108,0.0004478362,0.00009098682,0.0001508427,0.00006352295,0.00003733086],"category_scores_gemma":[0.001621243,0.00003926356,0.00001689795,0.002284726,0.00003929305,0.0001855492,0.00003889506,0.0001190424,0.000002097462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353258,"about_ca_system_score_gemma":0.0005244326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002956075,"about_ca_topic_score_gemma":0.02288286,"domain_scores_codex":[0.9986544,0.0002842122,0.0004755562,0.0001212365,0.000289844,0.0001747588],"domain_scores_gemma":[0.9982265,0.00007473388,0.0001590723,0.0001611502,0.00136893,0.000009612486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001648474,0.00001976586,0.08560231,0.000009170302,0.000003034972,5.281929e-7,0.01209185,0.00001246909,0.000621525,0.8936621,0.0002463851,0.007729226],"study_design_scores_gemma":[0.0001775656,0.00001114473,0.04396053,0.00001338908,0.000001734625,4.756835e-7,0.8125347,0.0002396854,0.002512648,0.05735975,0.0830735,0.0001148112],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8395458,0.0001359252,0.00008465985,0.009843324,0.0004108287,0.0002706346,6.917739e-7,0.00003453035,0.1496736],"genre_scores_gemma":[0.9968762,0.000004393186,0.0002156187,0.00008090144,0.0005182067,0.00001260415,0.000005407904,0.000004450611,0.002282255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8363023,"threshold_uncertainty_score":0.994947,"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."}}