{"id":"W2129917600","doi":"10.36510/learnland.v3i2.348","title":"Where Are We? The State of Education","year":2010,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Context (archaeology); Adaptation (eye); State (computer science); Public relations; Work (physics); Key (lock); Sociology; Political science; Pedagogy; Psychology; Computer science; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005330365,0.0003440026,0.0004780497,0.001626155,0.008104464,0.0251236,0.001121988,0.003794647,0.01679349],"category_scores_gemma":[0.007525496,0.0002933933,0.0003430494,0.002358959,0.02532236,0.03285626,0.005016809,0.009270593,0.002729322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007421544,"about_ca_system_score_gemma":0.008872592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035204,"about_ca_topic_score_gemma":0.01006872,"domain_scores_codex":[0.9958813,0.001908749,0.0001332955,0.000634797,0.0007581862,0.0006837182],"domain_scores_gemma":[0.9957165,0.00151617,0.0004367939,0.0005477587,0.0008201873,0.0009625555],"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":[0.00001380321,0.00003241991,0.0009188196,0.0001603378,0.000009299353,0.00005779,0.01053564,0.0001004073,0.00009722426,0.8793129,0.04472164,0.06403974],"study_design_scores_gemma":[0.00000455988,0.00001681472,0.001324763,0.0008727281,0.000009246486,0.00008756423,0.02189028,0.000112468,0.00008382629,0.3302492,0.6453233,0.00002527064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01187117,0.05617858,0.004502356,0.6062843,0.004333289,0.00001775667,0.000208665,0.0001110537,0.3164928],"genre_scores_gemma":[0.8632073,0.05197741,0.003076419,0.03540033,0.002825335,0.00007687216,0.0001724496,0.0001163848,0.04314756],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0251236,"threshold_uncertainty_score":0.05617982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01711270313921938,"score_gpt":0.2750771742307893,"score_spread":0.2579644710915699,"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."}}