{"id":"W2119813270","doi":"10.1177/215416470604100409","title":"Pathfinding in the Research Forest: The Pearl Harvesting Method for Effective Information Retrieval","year":2006,"lang":"en","type":"article","venue":"Education and training in developmental disabilities","topic":"Reading and Literacy Development","field":"Psychology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pearl; Computer science; Field (mathematics); Empirical research; Psychology; Data science; World Wide Web; Knowledge management","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":[0.03283637,0.001801806,0.002166985,0.0187426,0.003621321,0.009483558,0.003700601,0.002281592,0.02812843],"category_scores_gemma":[0.1147089,0.002320741,0.001749902,0.0231269,0.003504921,0.01453733,0.00919869,0.003064811,0.01322935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535976,"about_ca_system_score_gemma":0.006721929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002466036,"about_ca_topic_score_gemma":0.006635629,"domain_scores_codex":[0.967282,0.02161194,0.003106784,0.002386263,0.005169129,0.0004439353],"domain_scores_gemma":[0.912226,0.06462061,0.002608201,0.0120184,0.007828698,0.0006981133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002557952,0.0001643791,0.001170406,0.002217369,0.00009003188,0.0002924933,0.01071385,0.0009648024,0.003494684,0.04621596,0.03025761,0.9041626],"study_design_scores_gemma":[0.0005543282,0.0006377563,0.006468799,0.003333777,0.0003396119,0.003503571,0.02039703,0.0550761,0.0119325,0.2517096,0.6452405,0.000806562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003113351,0.0006024718,0.9781206,0.0008619055,0.0001085637,0.00220473,0.0008257052,0.004169127,0.009993482],"genre_scores_gemma":[0.00754782,0.0002715284,0.9874133,0.0001099557,0.00001956108,0.00191898,0.0003017058,0.0003801264,0.002037044],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03283637,"threshold_uncertainty_score":0.1736574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08221514380903834,"score_gpt":0.4062471390773179,"score_spread":0.3240319952682796,"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."}}