{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004891767,0.0001117605,0.0001157176,0.0002251435,0.0003365813,0.0001980782,0.000154829,0.00005740384,0.00002694461],"category_scores_gemma":[0.001246389,0.00007508056,0.0000244667,0.0004277779,0.0001628845,0.0002866925,0.00002703779,0.0002626237,0.00001218261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149571,"about_ca_system_score_gemma":0.000241036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001253238,"about_ca_topic_score_gemma":0.0004080599,"domain_scores_codex":[0.9983767,0.0005079939,0.0003896746,0.0001920993,0.0002106692,0.0003228795],"domain_scores_gemma":[0.9957158,0.004037892,0.00005736801,0.0001045213,0.00006288273,0.00002151181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000583935,0.000091242,0.1086607,0.00005044237,0.000007808936,2.066152e-7,0.6980387,0.00001115486,0.000008193316,0.05414258,0.001245366,0.1376852],"study_design_scores_gemma":[0.0002785821,0.00002578818,0.5596318,0.0000730523,0.000001619038,0.00001803338,0.4217573,0.0000549481,0.00001237795,0.009633838,0.008433288,0.0000794317],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567108,0.0001076395,0.0003923199,0.001147088,0.0004643328,0.001124766,0.000005041838,0.00001782745,0.04003023],"genre_scores_gemma":[0.990996,0.000001371556,0.006014539,0.0001915334,0.0001020505,0.001023971,0.00006690578,0.000008361647,0.001595282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4509711,"threshold_uncertainty_score":0.3061696,"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."}}