{"id":"W6977188157","doi":"10.6084/m9.figshare.24574036.v6","title":"The Canadian Information Ecosystem","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Web visibility and informetrics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Information system; Ecosystem approach; Climate change","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":[0.0001505464,0.00003837932,0.00003016395,0.000147907,0.0004204767,0.0005976578,0.0006641696,0.00003792061,0.001461359],"category_scores_gemma":[0.001023704,0.0000272464,0.00002362418,0.001140029,0.000001172855,0.001090719,0.0001146647,0.00006392409,0.0357031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008571139,"about_ca_system_score_gemma":0.0002967648,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206052,"about_ca_topic_score_gemma":0.06255813,"domain_scores_codex":[0.9994643,0.00001015562,0.0001114256,0.00005342819,0.0001599692,0.0002006746],"domain_scores_gemma":[0.9993477,0.0001140784,0.00003461546,0.000314598,0.00009888728,0.00009008643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[1.020967e-7,3.210413e-7,0.00001106552,0.00001757498,0.000001344161,0.000001014679,0.000167616,0.00005001818,3.484082e-8,0.003920932,0.9577526,0.03807735],"study_design_scores_gemma":[0.00002339873,0.000006355516,0.003729497,0.00003003566,1.167821e-7,0.000001400167,0.00001573651,0.05000797,0.00001779092,0.0001565366,0.9459707,0.00004046394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00138941,0.0002041478,0.000567163,0.01626051,0.002780168,0.002074016,0.3421858,0.003416936,0.6311218],"genre_scores_gemma":[0.947198,0.000006540627,0.0002859891,0.002402781,0.0001578101,0.0002286741,0.04860132,0.000008337326,0.001110566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9458086,"threshold_uncertainty_score":0.9994515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03516060097238841,"score_gpt":0.2301799254901583,"score_spread":0.1950193245177699,"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."}}